{"id":158,"date":"2026-03-12T11:17:40","date_gmt":"2026-03-12T03:17:40","guid":{"rendered":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/12\/2026-03-11\/"},"modified":"2026-03-12T11:17:40","modified_gmt":"2026-03-12T03:17:40","slug":"2026-03-11","status":"publish","type":"post","link":"https:\/\/ph.listeningo.cn\/index.php\/2026\/03\/12\/2026-03-11\/","title":{"rendered":"PH\u70ed\u699c | 2026-03-11"},"content":{"rendered":"


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\n Product Hunt \u6bcf\u65e5\u70ed\u699c 2026-03-11<\/title><\/p>\n<style>\n \/* --- \u5168\u5c40\u91cd\u7f6e\u4e0e\u5b57\u4f53 --- *\/\n :root {\n --ph-orange: #FF6154;\n --text-main: #21293C;\n --text-secondary: #4B587C;\n --bg-ai: #F7F7F9;\n --border-color: #E6E6E6;\n }<\/p>\n<p> body {\n font-family: -apple-system, BlinkMacSystemFont, \"Segoe UI\", Helvetica, Arial, sans-serif;\n color: var(--text-main);\n background-color: #ffffff;\n line-height: 1.6;\n margin: 0;\n padding: 20px;\n }<\/p>\n<p> .container {\n max-width: 800px;\n margin: 0 auto;\n }<\/p>\n<p> \/* --- \u5361\u7247\u6837\u5f0f --- *\/\n .app-card {\n border-bottom: 1px solid var(--border-color);\n padding-bottom: 40px;\n margin-bottom: 40px;\n }<\/p>\n<p> \/* --- 1. \u5934\u90e8\u533a\u57df --- *\/\n .app-header {\n display: flex;\n align-items: flex-start;\n gap: 16px;\n margin-bottom: 20px;\n }<\/p>\n<p> .rank {\n font-size: 24px;\n font-weight: 300;\n color: #999;\n min-width: 30px;\n padding-top: 4px;\n }<\/p>\n<p> .title-group {\n flex: 1;\n }<\/p>\n<p> .app-title {\n font-size: 24px;\n font-weight: 800;\n margin: 0 0 4px 0;\n color: var(--text-main);\n text-decoration: none;\n display: inline-block;\n }<\/p>\n<p> .app-title:hover {\n color: var(--ph-orange);\n text-decoration: underline;\n }<\/p>\n<p> .vote-btn {\n display: flex;\n flex-direction: column;\n align-items: center;\n justify-content: center;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 8px 12px;\n background: #fff;\n min-width: 60px;\n box-shadow: 0 1px 2px rgba(0,0,0,0.05);\n }<\/p>\n<p> .vote-arrow {\n color: var(--ph-orange);\n font-size: 14px;\n margin-bottom: -2px;\n }<\/p>\n<p> .vote-count {\n font-weight: 600;\n font-size: 14px;\n }<\/p>\n<p> \/* --- 2. \u5347\u7ea7\u7248\u5a92\u4f53\u753b\u5eca (\u5173\u952e\u4fee\u6539) --- *\/\n .media-gallery {\n display: flex;\n gap: 16px;\n overflow-x: auto; \/* \u5141\u8bb8\u6a2a\u5411\u6eda\u52a8 *\/\n padding-bottom: 16px; \/* \u7559\u51fa\u6eda\u52a8\u7a7a\u95f4 *\/\n scroll-snap-type: x mandatory; \/* \u6eda\u52a8\u5438\u9644\u6548\u679c *\/\n -webkit-overflow-scrolling: touch; \/* iOS \u5e73\u6ed1\u6eda\u52a8 *\/\n margin-bottom: 20px;<\/p>\n<p> \/* \u9690\u85cf\u9ed8\u8ba4\u6eda\u52a8\u6761\u4f46\u4fdd\u7559\u529f\u80fd (Firefox) *\/\n scrollbar-width: thin;\n scrollbar-color: #ddd transparent;\n }<\/p>\n<p> \/* Webkit \u6eda\u52a8\u6761\u6837\u5f0f\u4f18\u5316 *\/\n .media-gallery::-webkit-scrollbar {\n height: 6px;\n }\n .media-gallery::-webkit-scrollbar-track {\n background: transparent;\n }\n .media-gallery::-webkit-scrollbar-thumb {\n background-color: #eee;\n border-radius: 10px;\n }<\/p>\n<p> .media-item-wrapper {\n flex: 0 0 auto; \/* \u9632\u6b62\u88ab\u538b\u7f29 *\/\n width: 80%; \/* \u79fb\u52a8\u7aef\u9ed8\u8ba4\u9732\u51fa\u4e00\u70b9\u4e0b\u4e00\u5f20\uff0c\u63d0\u793a\u53ef\u6ed1\u52a8 *\/\n max-width: 500px; \/* \u684c\u9762\u7aef\u6700\u5927\u5bbd\u5ea6 *\/\n aspect-ratio: 16\/9; \/* \u7edf\u4e00\u6bd4\u4f8b *\/<\/p>\n<p> position: relative;\n border-radius: 12px;\n overflow: hidden;\n border: 1px solid rgba(0,0,0,0.08);\n background-color: #f5f5f5;\n scroll-snap-align: center; \/* \u6eda\u52a8\u505c\u6b62\u65f6\u5c45\u4e2d *\/\n }<\/p>\n<p> .media-content {\n width: 100%;\n height: 100%;\n object-fit: cover; \/* \u586b\u5145\u5bb9\u5668 *\/\n display: block;\n cursor: pointer;\n }<\/p>\n<p> \/* \u89c6\u9891\u6807\u7b7e\u7279\u6b8a\u5904\u7406 *\/\n video.media-content {\n background-color: #000;\n cursor: pointer;\n }<\/p>\n<p> \/* \u5982\u679c\u53ea\u67091\u4e2a\u5a92\u4f53\uff0c\u4e0d\u8981\u6eda\u52a8\uff0c\u4e14\u5bbd\u5ea6\u81ea\u9002\u5e94 *\/\n .media-gallery.single-item .media-item-wrapper {\n width: 100%;\n max-width: 100%;\n }<\/p>\n<p> \/* --- 3. \u63cf\u8ff0\u4e0e\u6807\u7b7e --- *\/\n .one-liner {\n font-size: 18px;\n color: var(--text-secondary);\n margin-bottom: 12px;\n font-weight: 500;\n }<\/p>\n<p> .tags-container {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-bottom: 24px;\n }<\/p>\n<p> .tag {\n font-size: 12px;\n color: var(--text-secondary);\n background-color: #F2F2F2;\n padding: 4px 10px;\n border-radius: 20px;\n font-weight: 600;\n text-transform: uppercase;\n }<\/p>\n<p> \/* --- 4. AI \u6458\u8981\u533a --- *\/\n .ai-section {\n background-color: var(--bg-ai);\n border-radius: 12px;\n padding: 20px;\n margin-bottom: 20px;\n border-left: 4px solid var(--ph-orange);\n }<\/p>\n<p> .ai-title {\n font-size: 14px;\n font-weight: 700;\n color: var(--text-main);\n margin: 0 0 12px 0;\n display: flex;\n align-items: center;\n gap: 6px;\n }<\/p>\n<p> .ai-content {\n font-size: 15px;\n color: #333;\n margin-bottom: 0;\n line-height: 1.7;\n }<\/p>\n<p> \/* --- 5. \u8bc4\u8bba\u533a --- *\/\n .reviews-section {\n margin-top: 10px;\n }<\/p>\n<p> .review-item {\n display: flex;\n gap: 10px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .review-avatar {\n font-size: 18px;\n margin-top: 2px;\n min-width: 24px;\n }<\/p>\n<p> .review-bubble {\n background: #fff;\n border: 1px solid var(--border-color);\n padding: 8px 12px;\n border-radius: 0 12px 12px 12px;\n color: var(--text-secondary);\n line-height: 1.5;\n }<\/p>\n<p> .review-author {\n font-weight: 700;\n color: var(--text-main);\n margin-right: 4px;\n font-style: normal;\n }<\/p>\n<p> .comments-section {\n margin-top: 30px;\n border-top: 1px solid var(--border-color);\n padding-top: 20px;\n }<\/p>\n<p> .comments-toggle {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 12px 20px;\n cursor: pointer;\n display: flex;\n justify-content: space-between;\n align-items: center;\n width: 100%;\n font-size: 14px;\n font-weight: 600;\n color: var(--text-main);\n transition: all 0.3s ease;\n }<\/p>\n<p> .comments-toggle:hover {\n background-color: #e9ecef;\n }<\/p>\n<p> .comments-toggle .toggle-arrow {\n font-size: 18px;\n transition: transform 0.3s ease;\n }<\/p>\n<p> .comments-toggle.open .toggle-arrow {\n transform: rotate(180deg);\n }<\/p>\n<p> .comments-container {\n max-height: 0;\n overflow: hidden;\n transition: max-height 0.5s ease;\n margin-top: 15px;\n }<\/p>\n<p> .comments-container.open {\n max-height: 800px;\n overflow: auto;\n }<\/p>\n<p> .comment-item {\n background-color: #fff;\n border: 1px solid var(--border-color);\n border-radius: 8px;\n padding: 16px;\n margin-bottom: 12px;\n font-size: 14px;\n }<\/p>\n<p> .comment-header {\n display: flex;\n justify-content: space-between;\n align-items: flex-start;\n margin-bottom: 8px;\n }<\/p>\n<p> .comment-author {\n font-weight: 600;\n color: var(--text-main);\n margin-right: 8px;\n }<\/p>\n<p> .comment-content {\n color: var(--text-secondary);\n line-height: 1.5;\n margin-bottom: 10px;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> .comment-content p {\n margin: 0;\n word-break: break-word;\n word-wrap: break-word;\n overflow-wrap: anywhere;\n white-space: normal;\n }<\/p>\n<p> \/* \u4f18\u5316\u8868\u60c5\u7b26\u53f7\u663e\u793a *\/\n .emoji {\n display: inline;\n max-width: 15px;\n overflow-wrap: normal;\n }<\/p>\n<p> .comment-actions {\n display: flex;\n align-items: center;\n gap: 16px;\n font-size: 12px;\n color: var(--text-secondary);\n }<\/p>\n<p> .comment-vote {\n display: flex;\n align-items: center;\n gap: 4px;\n cursor: pointer;\n }<\/p>\n<p> .comment-replies {\n margin-top: 12px;\n margin-left: 20px;\n padding-left: 12px;\n border-left: 2px solid var(--border-color);\n }<\/p>\n<p> .reply-item {\n background-color: #f8f9fa;\n border: 1px solid var(--border-color);\n border-radius: 6px;\n padding: 12px;\n margin-bottom: 8px;\n font-size: 13px;\n }<\/p>\n<p> .reply-content {\n color: var(--text-secondary);\n line-height: 1.4;\n margin-bottom: 6px;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }<\/p>\n<p> \/* --- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846\u6837\u5f0f --- *\/\n .modal {\n display: none;\n position: fixed;\n z-index: 1000;\n left: 0;\n top: 0;\n width: 100%;\n height: 100%;\n background-color: rgba(0, 0, 0, 0.9);\n overflow: auto;\n transition: opacity 0.3s ease;\n }<\/p>\n<p> .modal-content {\n display: block;\n max-width: 90%;\n max-height: 90vh;\n margin: 5vh auto;\n object-fit: contain;\n animation: zoom 0.3s;\n }<\/p>\n<p> @keyframes zoom {\n from {transform: scale(0.8); opacity: 0;}\n to {transform: scale(1); opacity: 1;}\n }<\/p>\n<p> .close {\n position: absolute;\n top: 20px;\n right: 35px;\n color: #fff;\n font-size: 40px;\n font-weight: bold;\n transition: 0.3s;\n cursor: pointer;\n \/* \u6dfb\u52a0\u89e6\u63a7\u4f18\u5316 *\/\n padding: 10px;\n line-height: 1;\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> .close:hover,\n .close:focus {\n color: #bbb;\n text-decoration: none;\n }<\/p>\n<p> \/* \u89c6\u9891\u70b9\u51fb\u63d0\u793a\u6837\u5f0f *\/\n .video-overlay {\n position: absolute;\n top: 0;\n left: 0;\n width: 100%;\n height: 100%;\n display: flex;\n align-items: center;\n justify-content: center;\n background-color: rgba(0, 0, 0, 0.2);\n opacity: 0;\n transition: opacity 0.3s ease;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n touch-action: manipulation;\n cursor: pointer;\n }<\/p>\n<p> .media-item-wrapper:hover .video-overlay {\n opacity: 1;\n }<\/p>\n<p> \/* \u4e3a\u89e6\u6478\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u6548\u679c *\/\n .media-item-wrapper:active .video-overlay {\n opacity: 0.8;\n }<\/p>\n<p> .play-icon {\n width: 80px;\n height: 80px;\n background-color: rgba(255, 255, 255, 0.9);\n border-radius: 50%;\n display: flex;\n align-items: center;\n justify-content: center;\n color: var(--ph-orange);\n font-size: 24px;\n font-weight: bold;\n \/* \u89e6\u63a7\u4f18\u5316 *\/\n user-select: none;\n -webkit-user-select: none;\n }<\/p>\n<p> \/* --- \u54cd\u5e94\u5f0f\u5fae\u8c03 --- *\/\n @media (min-width: 600px) {\n .media-item-wrapper {\n width: 60%; \/* \u684c\u9762\u7aef\u7a0d\u5fae\u7a84\u4e00\u70b9\uff0c\u5c55\u793a\u66f4\u591a\u5f20 *\/\n scroll-snap-align: start; \/* \u684c\u9762\u7aef\u9760\u5de6\u5bf9\u9f50 *\/\n }\n }<\/p>\n<p> \/* \u79fb\u52a8\u8bbe\u5907\u54cd\u5e94\u5f0f\u4f18\u5316 *\/\n @media (max-width: 599px) {\n \/* \u6a21\u6001\u6846\u4f18\u5316 *\/\n .modal-content {\n max-width: 95%;\n max-height: 85vh;\n margin: 10vh auto;\n }<\/p>\n<p> .close {\n top: 10px;\n right: 20px;\n font-size: 30px;\n \/* \u589e\u5927\u70b9\u51fb\u533a\u57df *\/\n padding: 15px;\n }<\/p>\n<p> \/* \u89c6\u9891\u64ad\u653e\u56fe\u6807\u4f18\u5316 *\/\n .play-icon {\n width: 60px;\n height: 60px;\n font-size: 18px;\n }<\/p>\n<p> \/* \u786e\u4fdd\u5a92\u4f53\u5185\u5bb9\u5728\u5c0f\u5c4f\u5e55\u4e0a\u6b63\u786e\u663e\u793a *\/\n .media-content {\n object-fit: cover;\n }\n }\n <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h1 style=\"text-align:center; margin-bottom:40px; font-weight:900;\">PH\u70ed\u699c | 2026-03-11<\/h1>\n<p> <!-- \u5c55\u793aapp\u5361\u7247 --><\/p>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#1<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/FHNCIZMJBILUYS\" class=\"app-title\">InsForge<\/a><\/p>\n<div class=\"one-liner\">Give agents everything they need to ship fullstack apps<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">476<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>InsForge\u662f\u4e00\u4e2a\u4e13\u4e3aAI\u667a\u80fd\u4f53\u5f00\u53d1\u8bbe\u8ba1\u7684\u539f\u751f\u540e\u7aef\u5e73\u53f0\uff0c\u901a\u8fc7\u8bed\u4e49\u5c42\u4e3a\u667a\u80fd\u4f53\u63d0\u4f9b\u6570\u636e\u5e93\u3001\u8ba4\u8bc1\u3001\u5b58\u50a8\u7b49\u57fa\u7840\u8bbe\u65bd\u7684\u7aef\u5230\u7aef\u64cd\u4f5c\u80fd\u529b\uff0c\u89e3\u51b3\u4e86\u667a\u80fd\u4f53\u5728\u6784\u5efa\u5168\u6808\u5e94\u7528\u65f6\u96be\u4ee5\u7406\u89e3\u548c\u64cd\u4f5c\u4f20\u7edf\u4eba\u7c7b\u4e2d\u5fc3\u5f0f\u540e\u7aef\u67b6\u6784\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/471085d0-1e9f-4965-bc87-e35e69fd09aa.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/00a6baec-307d-4e40-819d-54ab34f08e34.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/79ca2cbb-7861-4b98-bc4d-9f88190e34e5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5ebaa602-850e-4e04-97e5-a7470f16e61b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6b3e4293-ec9b-4f8d-b656-2f3f81965337.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/19158bc6-628f-4de8-afb6-b10ff06c9ec0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/26ce215d-9cf4-4111-9ad9-2875ee1cbcb9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8c02cf98-dd7d-420a-8fd8-2aec59c4b14d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/10c36754-3cd5-48d3-a38e-5ed07a0bfe09.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/664434b9-61ba-422e-b460-469b4a74160c.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Ze_Co2zbnxE\"><source src=\"https:\/\/www.youtube.com\/watch?v=Ze_Co2zbnxE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">GitHub<\/span><br \/>\n <span class=\"tag\">Database<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u539f\u751f\u540e\u7aef<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5f00\u53d1\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u5e94\u7528\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u5c42<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u540e\u7aef<\/span><br \/>\n <span class=\"tag\">MCP\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd\u5373\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Agentic\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4e91\u90e8\u7f72<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201cAI\u539f\u751f\u201d\u7406\u5ff5\u4e0e\u5f00\u6e90+\u6258\u7ba1\u6a21\u5f0f\u3002\u6838\u5fc3\u53cd\u9988\u5305\u62ec\uff1aMCP\u96c6\u6210\u80fd\u8ba9\u667a\u80fd\u4f53\u83b7\u53d6\u5b9e\u65f6\u4e0a\u4e0b\u6587\u800c\u975e\u731c\u6d4bAPI\uff0c\u662f\u5173\u952e\u4f18\u52bf\uff1b\u5173\u6ce8\u4e0eCursor\/Claude\u7b49\u5de5\u5177\u7684\u96c6\u6210\u7ec6\u8282\uff1b\u8be2\u95ee\u4e0e\u73b0\u6709Supabase\u7b49\u540e\u7aef\u662f\u66ff\u4ee3\u8fd8\u662f\u53ef\u534f\u540c\uff1b\u63a2\u8ba8\u6027\u80fd\u57fa\u51c6\u63d0\u5347\u7684\u5177\u4f53\u6280\u672f\u539f\u56e0\u53ca\u5728\u5927\u89c4\u6a21\u5de5\u4f5c\u6d41\u4e0b\u7684\u8868\u73b0\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n InsForge\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53c8\u4e00\u4e2aBaaS\uff0c\u800c\u5728\u4e8e\u5b9a\u4e49\u201cAgentic Infrastructure\u201d\u8fd9\u4e00\u65b0\u54c1\u7c7b\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\u201c\u8bed\u4e49\u5c42\u201d\u7684\u63d0\u51fa\u2014\u2014\u8fd9\u4e0d\u662f\u7b80\u5355\u7684API\u5c01\u88c5\uff0c\u800c\u662f\u5c06\u540e\u7aef\u8d44\u6e90\u62bd\u8c61\u4e3a\u667a\u80fd\u4f53\u53ef\u5185\u7701\u3001\u53ef\u63a8\u7406\u7684\u7ed3\u6784\u5316\u6570\u636e\u7c7b\u578b\u3002\u8fd9\u8bd5\u56fe\u4ece\u6839\u672c\u4e0a\u89e3\u51b3\u5f53\u524dAI\u667a\u80fd\u4f53\u5f00\u53d1\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u667a\u80fd\u4f53\u7684\u4ee3\u7801\u751f\u6210\u80fd\u529b\u4e0e\u5bf9\u590d\u6742\u3001\u9690\u6666\u7684\u7cfb\u7edf\u72b6\u6001\u8ba4\u77e5\u4e0d\u8db3\u4e4b\u95f4\u7684\u65ad\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u6293\u4f4f\u4e86\u4e24\u4e2a\u8d8b\u52bf\u4ea4\u6c47\u70b9\uff1a\u4e00\u662fAI\u7f16\u7801\u52a9\u624b\uff08\u5982Cursor\uff09\u7684\u666e\u53ca\uff0c\u8ba9\u539f\u578b\u6784\u5efa\u6781\u5feb\uff0c\u4f46\u90e8\u7f72\u4e0a\u7ebf\u4ecd\u5361\u5728\u4eba\u7c7b\u8fd0\u7ef4\uff1b\u4e8c\u662fMCP\u7b49\u534f\u8bae\u7684\u51fa\u73b0\uff0c\u4e3a\u5de5\u5177\u63d0\u4f9b\u7edf\u4e00\u201c\u611f\u77e5\u201d\u901a\u9053\u3002InsForge\u5c06\u81ea\u8eab\u6784\u5efa\u4e3a\u901a\u8fc7MCP\u66b4\u9732\u7684\u3001\u667a\u80fd\u4f53\u53ef\u64cd\u4f5c\u7684\u201c\u6d3b\u7cfb\u7edf\u201d\uff0c\u8ba9\u667a\u80fd\u4f53\u4ece\u4ee3\u7801\u7f16\u5199\u8005\u664b\u5347\u4e3a\u7cfb\u7edf\u7ba1\u7406\u5458\u3002\u5176\u516c\u5e03\u7684\u4f18\u4e8eSupabase\u7684\u57fa\u51c6\u6d4b\u8bd5\uff0c\u6697\u793a\u51cf\u5c11\u201c\u731c\u6d4b\u6027\u201d\u5de5\u5177\u8c03\u7528\u80fd\u663e\u8457\u63d0\u5347\u6548\u7387\u4e0e\u51c6\u786e\u6027\uff0c\u8fd9\u76f4\u6307\u5f53\u524d\u667a\u80fd\u4f53\u5de5\u4f5c\u6d41\u4e2d\u5927\u91cf\u7684\u8bd5\u9519\u6210\u672c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u667a\u80fd\u4f53\u539f\u751f\u201d\u662f\u5426\u771f\u80fd\u5f62\u6210\u58c1\u5792\uff0c\u8fd8\u662f\u4ec5\u6210\u4e3a\u5bf9\u4f20\u7edfAPI\u7684\u4e00\u5c42\u53cb\u597d\u5305\u88c5\uff1f\u5176\u6b21\uff0c\u5c06\u57fa\u7840\u8bbe\u65bd\u7684\u64cd\u4f5c\u6743\u5927\u5e45\u8ba9\u6e21\u7ed9\u667a\u80fd\u4f53\uff0c\u5728\u5b89\u5168\u6027\u3001\u9519\u8bef\u4f20\u64ad\u548c\u6743\u8d23\u754c\u5b9a\u4e0a\u5e26\u6765\u5168\u65b0\u98ce\u9669\u3002\u6700\u540e\uff0c\u5176\u4ef7\u503c\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u6574\u4e2a\u5f00\u53d1\u751f\u6001\u5411\u201cAgentic\u201d\u8303\u5f0f\u7684\u8fc1\u79fb\u901f\u5ea6\u3002\u82e5\u8be5\u8fc1\u79fb\u7f13\u6162\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u4e00\u4e2a\u6709\u7279\u8272\u7684BaaS\uff1b\u82e5\u8fc1\u79fb\u52a0\u901f\uff0c\u5b83\u5219\u53ef\u80fd\u6210\u4e3a\u667a\u80fd\u4f53\u4e0e\u7269\u7406\u6570\u5b57\u4e16\u754c\u4ea4\u4e92\u7684\u5173\u952e\u4e2d\u95f4\u5c42\u3002InsForge\u662f\u4e00\u573a\u5927\u80c6\u7684\u8d4c\u6ce8\uff0c\u8d4c\u7684\u662f\u672a\u6765\u8f6f\u4ef6\u7684\u6838\u5fc3\u64cd\u4f5c\u5458\u4e0d\u518d\u662f\u4eba\u7c7b\uff0c\u800c\u662fAI\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">InsForge<\/span>\n <\/div>\n<div class=\"comment-content\">InsForge is the backend built for agentic development. We offer everything AI agents need to build fullstack apps that scale. Our open source backend (2.3K stars on GitHub) provides databases, auth, storage, model gateway and edge functions accessible through a semantic layer that agents can understand, reason about, and operate end to end. Say the word, and you can deploy to InsForge Cloud or your own domain.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thrilled to back <a href=\"https:\/\/www.producthunt.com\/@hanghuang\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"hanghuang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hanghuang<\/a> and the InsForge team on their Product Hunt launch.<\/p>\n<\/p>\n<p><strong>InsForge is an AI\u2011native backend built for agents.<\/strong><\/p>\n<p>This isn’t \u201cAI bolted on,\u201d this is starting with <em>agent experience<\/em>, and building on that foundation.<\/p>\n<\/p>\n<p>The unlock is a semantic layer that agents can actually read and act on.<\/p>\n<p>Agents introspect policies and provision resources, so you can ship full\u2011stack apps end\u2011to\u2011end.<\/p>\n<\/p>\n<p>This adds up to:<\/p>\n<ul>\n<li>\n<p>Faster setup with npx. One install. Go build.<\/p>\n<\/li>\n<li>\n<p>Agents working inside your IDEs (Cursor, Claude, etc.). No new UI to learn.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/mcpmark.ai\/leaderboard\/mcp\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Benchmarked<\/a> performance demonstrates higher accuracy, greater token efficiency, and lower latency.<\/p>\n<\/li>\n<\/ul>\n<p>If you\u2019re exploring agentic development\u2014or migrating off legacy backends\u2014InsForge is the platform that gives your agents the infra they need to tackle the heavy lifting. <\/p>\n<\/p>\n<p>Get started now:<\/p>\n<pre><code>npx @insforge\/cli create<\/code><\/pre>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>11<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@insforge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@insforge<\/a>  <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> thanks Chris for hunting us \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hanghuang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hanghuang<\/a>  <a href=\"https:\/\/www.producthunt.com\/@insforge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@insforge<\/a>  <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Thanks for hunting InsForge \ud83e\udee1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey product hunt! <a href=\"https:\/\/www.producthunt.com\/@tonychang430\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tonychang430\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tonychang430<\/a> here, co-founder of InsForge.<\/p>\n<\/p>\n<p>Before starting InsForge, I was working at Databricks on the networking infrastructure team. One of the first projects I worked on was optimizing our cloud resources, and we ended up saving around $30K networking cost per month. It ended up just turning on private link to aws resources, which is a private link endpoint setup and a cloud configuration.<\/p>\n<\/p>\n<p>That experience taught me something important: just because something works doesn\u2019t mean it\u2019s scalable or designed the right way.<\/p>\n<p>Over the past year, AI coding tools have gotten incredibly good at generating code. You can go from idea to prototype faster than ever. But shipping a real product still means dealing with databases, auth, storage, deployments, infrastructure, and a lot of configuration.<\/p>\n<p>Most of these systems were designed for humans who understand every layer of the stack.<\/p>\n<p>But agents don\u2019t work that way.<\/p>\n<\/p>\n<p>We started asking a simple question:<\/p>\n<p><strong>What would a backend look like if it was designed for agents from day one?<\/strong><\/p>\n<p>That is why we built InsForge. It is a backend platform where agents can set up infrastructure, manage data, deploy applications, and operate everything end to end.<\/p>\n<\/p>\n<p>Humans are slower, make more mistakes, and usually need deep knowledge of every layer of the stack. Agents should be able to understand the system and get things done directly.<\/p>\n<\/p>\n<p>Our goal is simple.<\/p>\n<p><strong>Make agents the primary operators of software infrastructure.<\/strong><\/p>\n<\/p>\n<p>Really excited to share this with the Product Hunt community. Happy to answer any questions and would love to hear what you think \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@tonychang430\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tonychang430<\/a> let\u2019s go man! Building the world-tier infrastructure for agentic development!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt \ud83d\udc4b I\u2019m <a href=\"https:\/\/www.producthunt.com\/@hanghuang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hanghuang<\/a>, co-founder of InsForge.<\/p>\n<\/p>\n<p>Before starting InsForge, I was a Product Manager at Amazon and have always enjoyed building products and launching side projects to test new ideas.<\/p>\n<p><strong>InsForge is the backend built for agentic development \u2014 giving agents everything they need to ship fullstack apps, fast.<\/strong><\/p>\n<p>Most backend platforms are designed for human developers. But InsForge starts with <em>agent experience<\/em>.<\/p>\n<\/p>\n<p>Our platform (<a href=\"https:\/\/github.com\/InsForge\/InsForge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">2.1K+ stars on GitHub<\/a>) exposes backend primitives like databases, auth, storage, and functions <strong>through a semantic layer that agents understand, can reason about, and operate end to end:<\/strong><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c247095c-c958-4db0-b8b7-af596bcdf631.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p>With InsForge, your agent can:<\/p>\n<ul>\n<li>\n<p>Set up everything needed to ship fullstack apps<\/p>\n<\/li>\n<li>\n<p>Launch and deploy your applications on a hosted or custom URL<\/p>\n<\/li>\n<li>\n<p>Build applications that are secure and scale<\/p>\n<\/li>\n<\/ul>\n<p><strong>Building on InsForge is faster and more reliable<\/strong> \u2014 up to 14% more accurate, 1.4x faster, and 2.4x more token efficient than SupaBase \u2014 as demonstrated in our <a href=\"https:\/\/insforge.dev\/blog\/mcpmark-benchmark-results-v2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">MCPMark v2 benchmark<\/a>.<\/p>\n<\/p>\n<p><strong>To get started<\/strong>, head to your terminal and enter:<\/p>\n<pre><code>npx @insforge\/cli create<\/code><\/pre>\n<p>And use code <strong>INSFORGELW1<\/strong> to get a month of InsForge Pro for $0.00!<\/p>\n<p>\ud83d\udc49 Got questions? Drop them below, or <a href=\"https:\/\/discord.gg\/DvBtaEc9Jz\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">join our Discord<\/a>.<\/p>\n<\/p>\n<p>We\u2019re excited to share this with the Product Hunt community and can’t wait to see what you build. Thanks for checking us out, and huge thanks to our hunter <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> for hunting us\ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hanghuang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hanghuang<\/a>  <a href=\"https:\/\/www.producthunt.com\/@insforge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@insforge<\/a>  <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Join our discord and we respond under 1 min \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hanghuang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hanghuang<\/a>  <a href=\"https:\/\/www.producthunt.com\/@insforge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@insforge<\/a>  <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Been running into exactly this with multi-instance setups. Agents don’t really “get” the backend, they just guess at API shapes and hope for the best. How do your edge functions handle concurrency when multiple agents hit the same resources?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hanghuang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hanghuang<\/a>  <a href=\"https:\/\/www.producthunt.com\/@insforge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@insforge<\/a>  <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> Congrats on this, guys! For teams already deep in Supabase \u2014 existing tables, RLS policies, edge functions \u2014 is InsForge only a replacement or can it layer on top? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The MCP integration is what sets InsForge apart. Instead of agents hallucinating API calls or guessing schema, they can actually fetch live backend context. That’s a fundamentally smarter approach than just giving agents a README and hoping for the best.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leo_aj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo_aj<\/a> Exactly! That\u2019s why agents need agent-native infrastructure!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leo_aj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo_aj<\/a> Yes! We spend a LOT of time optimizing for the Agentic Experience! We believe Agentic experience is the new developer experience. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@leo_aj\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@leo_aj<\/a>  Spot on, moving from static docs to live context is the jump from guessing to knowing for any serious agentic workflow!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Benchmarks like MCPMark suggest big gains vs Supabase\u2014what specific parts of your semantic layer or tool design drive those gains (fewer tool calls, smaller payloads, better introspection), and where do you still see agents struggle today?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> I think is how we expose the backend as structured data type for agents to self-introspect and use. And with this capability, agents can use the InsForge platform like human developers. Reasoning and fetching information (when needed), so their performance will be much higher! <\/p>\n<p>As for struggles, I think definitely context, that’s why we build this semantic layer.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Would love to know how this integrates with tools like Cursor or Claude Code in real workflows<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@josie_oy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josie_oy<\/a> Thanks! Great question. We built InsForge so tools like Cursor or Claude Code can actually operate the backend directly. The agent can understand the system through MCP and do things like create databases, set up auth, or deploy functions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@josie_oy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josie_oy<\/a> please reach out if you need anything from InsForge team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@josie_oy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@josie_oy<\/a> We have InsForge MCP and Skills to help you connect smoothly. It works out of box for any agents!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Open source AND hosted? Best of both worlds.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shirley_mou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shirley_mou<\/a> open source is and will always be the core of InsForge<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shirley_mou\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shirley_mou<\/a> Open source is the key factor to build our community!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>npx @insforge\/cli create \u2014 that’s it. That’s the tweet.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@insforge\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@insforge<\/a>  <a href=\"https:\/\/www.producthunt.com\/@jaredl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jaredl<\/a> yep, easier setup means higher onboarding rate haha<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Have a great launch! Good luck!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mikita_aliaksandrovich\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mikita_aliaksandrovich<\/a> thanks!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome project! shared with our dev team \ud83d\ude42 putting everything in one place sounds like a fascinating approach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> we will continue to add more functionalities <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Safe and comprehensive!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Open source AND hosted? Best of both worlds.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@frey_loong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frey_loong<\/a> Yes! We\u2019re developers, so we know both open source and hosted are needed XD<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@frey_loong\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@frey_loong<\/a> Opensource Gang!!! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Looks interesting!<br \/>\nGood luck \ud83e\udd1e<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a>Thanks for the support! Really appreciate it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> thank you so much for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dmitry_zakharov_ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dmitry_zakharov_ai<\/a> Thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch! Following the roadmap closely.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@djneverland\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@djneverland<\/a> Thanks! More exciting features coming soon \ud83d\udc40<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@djneverland\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@djneverland<\/a> if you found anything you needed, just add them to our public roadmap!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch team! Excited for the future of InsForge \ud83d\ude42 \ud83d\ude80<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elijahmuraoka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elijahmuraoka<\/a> Thank you so much!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@elijahmuraoka\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@elijahmuraoka<\/a> thanks! We love Tomoji as well<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The UI looks very clean. Curious how this performs with larger workflows.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@1mirul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@1mirul<\/a> We are very pleased that you like our website. We have made many infrastructure-level optimizations to ensure that it can run normally in complex business scenarios, and we are still iterating on it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@1mirul\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@1mirul<\/a> thank you so much for liking our site! Yes, we hold a very high bar for user experience! As for the performance, we have Series-A stage company using our service, they have 4 millions users! So don\u2019t need to worry at all<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The model gateway feature is underrated. Being able to route to different LLM providers through a single OpenAI-compatible API, with usage tracked per project, is exactly what teams building AI-native apps need.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@31xira\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@31xira<\/a> also we provide advanced LLM features like web search \/ pdf extraction and multi-modal process<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@31xira\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@31xira<\/a> This resonates. The future of building isn\u2019t just faster \u2014 it\u2019s more autonomous, and agentic development helps unlock that shift.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>So I’ve had the chance of trying out the remote MCP server from Minns Foods with Claude Code and also with Codex. The capability of just being able to very quickly build applications and also deploy them with a full-fledged database authentication is just wonderful. The developer experience is great, like a one-shot prompt; you can get your full stack up and ready. I feel that, when comparing it with being able to do more complex tasks as compared to the developer experience that you get with Supabase, I certainly feel that I’ve had much more success in being able to do things faster. The overall performance also feels a lot more snappier.<\/p>\n<p>I’m glad that we have this capability with a really robust MCP server that has all of the built-in capabilities to automatically fetch stocks and then also just one-click deploy the app on ourselves. It has been pretty fun to work with. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shivaylamba\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivaylamba<\/a> thank you so much! And I think InsForge is not just good for 1-shot prototyping, but also continues building!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the semantic layer approach is exactly right. agents shouldn’t guess at infrastructure the same way they shouldn’t guess at who the user is. been building the identity side of this problem – the agent knows what to build with insforge, but does it know who it’s building for? the cold start for user context is the same problem you solved for infra.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ivo_gospodinov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivo_gospodinov<\/a> exactly, and that\u2019s why we are killing it on benchmark results<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@chrismessina\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a> & <a href=\"https:\/\/www.producthunt.com\/@tonychang430\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"tonychang430\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tonychang430<\/a>! Building a backend specifically for the Agentic Era is a great vision. Can’t wait to see how this evolves. Upvoted!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chrismessina\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chrismessina<\/a>  <a href=\"https:\/\/www.producthunt.com\/@tonychang430\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@tonychang430<\/a>  <a href=\"https:\/\/www.producthunt.com\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> thank you for your support! If you need any help from InsForge team, don\u2019t hesitate to contact us!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The agentic backend is here. No more excuses for not shipping.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arthur_winston3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arthur_winston3<\/a> With coding agents + insforge, full stack apps can be done in minutes!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@arthur_winston3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@arthur_winston3<\/a> with InsForge, you literally ship your idea today \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I tried it for few builds, solid product features!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@astrodevil\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@astrodevil<\/a> Thanks for trying out InsForge!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@astrodevil\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@astrodevil<\/a> glad to hear you like it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">What makes the agent better at building on top of InsForge compared to more known platforms?<br \/>\nIs it a better skill definition?<br \/>\nMy initial thought is to say, the agent will be best in platforms they have been trained for.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> absolutely, but the platforms need to be agent native that provides access and strong context engineer capabilities, otherwise agents can\u2019t use it well. This is our strength, proved by benchmark!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Good product, looking forward to seeing where it goes.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jieyu_yang1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jieyu_yang1<\/a> Thanks! Will continue our updates!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jieyu_yang1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jieyu_yang1<\/a> we will keep shipping \ud83e\udee1<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is exactly what the agentic dev ecosystem needed.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@qiwap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@qiwap<\/a> Agent experience is the new developer experience!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@qiwap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@qiwap<\/a> agent-native devs love us so much haha<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The pgvector support (mentioned in the docs) is a great addition for teams building RAG applications. Having vector search built into the same Postgres instance as your relational data simplifies a lot of architecture decisions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chelsea_yang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chelsea_yang<\/a> Exactly! The reason we use postgres instance is because of it’s extensions!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chelsea_yang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chelsea_yang<\/a> yes, pgvector + our embedding pipeline make AI related workflow much easier to implement!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>My Cursor agent just deployed a full-stack app. I’m shook.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@haoyuan_huang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@haoyuan_huang<\/a> Haha, use it more and you’ll see even crazier things.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@haoyuan_huang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@haoyuan_huang<\/a> keep building! You will find there\u2019s no limit hah<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@haoyuan_huang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@haoyuan_huang<\/a> That’s why we built InsForge!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The semantic layer approach is really smart \u2014 having agents reason about backend primitives rather than just calling APIs changes the whole development model. The fact that it works inside existing IDEs like Cursor and Claude with no new UI to learn is a big plus. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@handuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@handuo<\/a> Thanks! We\u2019re entering the era of agentic developments, so agent experience is the new developer experience <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@handuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@handuo<\/a> Indeed! It’s not just an api call. It’s an entire backend ecosystem build for agents as primary operator!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@handuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@handuo<\/a> Well said. As agents become part of the workflow, development itself needs to evolve. Agent-first thinking is the natural next step.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>As someone who mostly dabbles in front-end and rarely backend, I’m always afraid I’ll set up something wrong that causes a recursive loop and spikes my cloud or database cost somewhere. Are there ways that InsForge can also help with ensuring the code is cost-optimized as well? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on #1! The semantic layer approach is smart – agents that can reason about their own infrastructure instead of blind API calls is a big unlock. How are you handling auth scoping when multiple agents share the same backend? That’s always been tricky in multi-agent setups.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting direction.<\/p>\n<p>AI can already generate a lot of frontend code, but backend setup is still where agents struggle.<\/p>\n<p>Tools like this that make infrastructure “agent friendly” are going to become a big part of the AI dev stack.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#2<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VS4ZYJLUBV4FIX\" class=\"app-title\">Cardboard<\/a><\/p>\n<div class=\"one-liner\">Cursor for video editing<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">408<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Cardboard\u662f\u4e00\u6b3e\u667a\u80fd\u4ee3\u7406\u89c6\u9891\u7f16\u8f91\u5668\uff0c\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\u6307\u4ee4\uff0c\u5728\u6d4f\u89c8\u5668\u4e2d\u5b9e\u73b0\u4ece\u539f\u59cb\u7d20\u6750\u5230\u6210\u7247\u7684\u5feb\u901f\u526a\u8f91\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u89c6\u9891\u8f6f\u4ef6\u5b66\u4e60\u95e8\u69db\u9ad8\u3001\u64cd\u4f5c\u8017\u65f6\u7e41\u7410\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u5c24\u5176\u9002\u5408\u5185\u5bb9\u521b\u4f5c\u8005\u3001\u8425\u9500\u56e2\u961f\u5feb\u901f\u6279\u91cf\u751f\u4ea7\u89c6\u9891\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/96e299b6-cb87-4ba8-8260-965448c15c4e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f5878595-a1b7-48e7-977c-9aa85a318b94.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/872735c9-e657-4758-adb1-e1a124ee53ce.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/171df748-887f-4493-b798-539b78c1d0f6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ecd9864-00bf-4a6c-a113-de4c5d59abcb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/df76277a-c78c-49a6-ad38-bfd57be1c8ac.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/52b6e48d-767f-4711-8bc7-4a89c526bf98.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=xLBxatFM7uk\"><source src=\"https:\/\/www.youtube.com\/watch?v=xLBxatFM7uk\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Marketing<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u526a\u8f91\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u89c6\u9891\u7f16\u8f91<\/span><br \/>\n <span class=\"tag\">\u4e91\u7aef\u534f\u4f5c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">YC\u5b75\u5316<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u89c6\u9891\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u6d4f\u89c8\u5668\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u98a0\u8986\u4f20\u7edf\u7f16\u8f91\u6d41\u7a0b\u7684\u6f5c\u529b\uff0c\u5173\u6ce8\u5176\u5bf9\u957f\u89c6\u9891\uff08\u5982\u4f1a\u8bae\u3001\u5a5a\u793c\uff09\u4eae\u70b9\u63d0\u53d6\u7684\u6548\u679c\u3002\u6838\u5fc3\u95ee\u9898\u96c6\u4e2d\u5728\uff1a\u4e0eDescript\/Premiere\u7684\u5dee\u5f02\u5316\u4f18\u52bf\uff08\u56de\u7b54\uff1a\u89c4\u6a21\u5316\u3001\u4f4e\u6280\u80fd\u8981\u6c42\u3001\u89c6\u89c9\u7406\u89e3\uff09\uff1b\u5982\u4f55\u5904\u7406\u53d9\u4e8b\u8fde\u8d2f\u6027\uff1b\u4ee5\u53ca\u5177\u4f53\u529f\u80fd\u5982\u65f6\u95f4\u7ebf\u8bc4\u8bba\u534f\u4f5c\u7684\u8def\u7ebf\u56fe\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Cardboard\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u529f\u80fd\u66f4\u5f3a\u5927\u7684\u201c\u526a\u8f91\u5ea7\u8231\u201d\uff0c\u800c\u662f\u65e8\u5728\u6210\u4e3a\u89c6\u9891\u7f16\u8f91\u7684\u201c\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u201d\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u951a\u70b9\u5e76\u975e\u5355\u7eaf\u63d0\u5347\u65e2\u6709\u4e13\u4e1a\u7528\u6237\u7684\u6548\u7387\uff0c\u800c\u662f\u8bd5\u56fe\u91cd\u65b0\u5b9a\u4e49\u89c6\u9891\u7f16\u8f91\u7684\u4ea4\u4e92\u8303\u5f0f\u4e0e\u7528\u6237\u8fb9\u754c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u5c06\u7f16\u8f91\u4ece\u57fa\u4e8e\u65f6\u95f4\u8f74\u7684\u3001\u4ee5\u5de5\u5177\u64cd\u4f5c\u4e3a\u6838\u5fc3\u7684\u624b\u5de5\u6d3b\uff0c\u8f6c\u53d8\u4e3a\u4ee5\u201c\u610f\u56fe\u8868\u8fbe\u201d\u4e3a\u6838\u5fc3\u7684\u534f\u4f5c\u8fc7\u7a0b\u3002\u8fd9\u76f4\u63a5\u653b\u51fb\u4e86\u4f20\u7edf\u4e13\u4e1a\u8f6f\u4ef6\uff08\u5982Premiere, DaVinci\uff09\u6700\u5927\u7684\u8f6f\u808b\uff1a\u5c06\u5927\u91cf\u8ba4\u77e5\u8d1f\u8377\u6d88\u8017\u5728\u8f6f\u4ef6\u64cd\u4f5c\u800c\u975e\u521b\u610f\u51b3\u7b56\u4e0a\u3002\u5176\u5ba3\u79f0\u7684\u201c\u89c6\u89c9\u7406\u89e3\u201d\u80fd\u529b\uff0c\u82e5\u771f\u80fd\u53ef\u9760\u5b9e\u73b0\uff0c\u5c06\u662f\u4e0e\u7eaf\u8f6c\u5f55\u9a71\u52a8\u5de5\u5177\uff08\u5982Descript\uff09\u7684\u5173\u952e\u4ee3\u5dee\uff0c\u610f\u5473\u7740AI\u80fd\u7406\u89e3\u753b\u9762\u5185\u5bb9\u800c\u4e0d\u4ec5\u4ec5\u662f\u6587\u5b57\uff0c\u4ece\u800c\u505a\u51fa\u66f4\u5177\u521b\u610f\u7684\u526a\u8f91\u5224\u65ad\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u5c16\u9510\u3002\u9996\u5148\uff0c\u201c\u4ee3\u7406\u201d\u7684\u53ef\u9760\u6027\u662f\u4fe1\u4efb\u57fa\u77f3\u3002\u5f53\u524dAI\u5728\u590d\u6742\u53d9\u4e8b\u3001\u60c5\u611f\u8282\u594f\u548c\u5fae\u5999\u5ba1\u7f8e\u4e0a\u7684\u5224\u65ad\u4ecd\u4e0d\u7a33\u5b9a\uff0c\u4ea7\u54c1\u56de\u590d\u4e2d\u201c\u4e0d\u786e\u5b9a\u65f6\u4f1a\u8be2\u95ee\u7528\u6237\u201d\u7684\u7b56\u7565\uff0c\u63ed\u793a\u4e86\u5176\u4f5c\u4e3a\u201c\u526f\u9a7e\u9a76\u201d\u800c\u975e\u201c\u5168\u81ea\u52a8\u9a7e\u9a76\u201d\u7684\u73b0\u72b6\u3002\u5176\u6b21\uff0c\u5176\u5b9a\u4f4d\u770b\u4f3c\u662f\u201c\u80fd\u529b\u653e\u5927\u5668\u201d\uff0c\u4f46\u5b9e\u9645\u53ef\u80fd\u5939\u5728\u4e2d\u95f4\uff1a\u8ffd\u6c42\u6781\u81f4\u6548\u7387\u4e0e\u89c4\u6a21\u7684\u521d\u7ea7\u7528\u6237\u548c\u8425\u9500\u56e2\u961f\u53ef\u80fd\u89c9\u5f97\u529f\u80fd\u8db3\u591f\uff1b\u800c\u4e00\u65e6\u7528\u6237\u5bf9\u521b\u610f\u63a7\u5236\u6709\u66f4\u9ad8\u8981\u6c42\uff0c\u53c8\u4f1a\u8fc5\u901f\u89e6\u53caAI\u7684\u5929\u82b1\u677f\uff0c\u9000\u56de\u4e13\u4e1a\u5de5\u5177\u3002\u56e2\u961f\u660e\u786e\u4e0d\u7ade\u4e89\u957f\u7247\u3001\u8c03\u8272\u3001\u7279\u6548\u7b49\u4e13\u4e1a\u9886\u57df\uff0c\u8fd9\u867d\u662f\u660e\u667a\u7684\u805a\u7126\uff0c\u4f46\u4e5f\u6846\u5b9a\u4e86\u5176\u5929\u82b1\u677f\u2014\u2014\u5b83\u66f4\u50cf\u662f\u4e00\u4e2a\u5f3a\u5927\u7684\u201c\u89c6\u9891\u5185\u5bb9\u751f\u4ea7\u5de5\u5177\u201d\uff0c\u800c\u975e\u201c\u5f71\u89c6\u521b\u4f5c\u5de5\u5177\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u6700\u7ec8\uff0cCardboard\u7684\u6210\u529f\u5c06\u53d6\u51b3\u4e8e\u5176AI\u201c\u5bfc\u6f14\u201d\u5728\u591a\u6837\u5316\u771f\u5b9e\u7d20\u6750\u4e2d\u8868\u73b0\u51fa\u7684\u201c\u54c1\u5473\u201d\u4e00\u81f4\u6027\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u201c\u5168\u6743\u4ee3\u7406\u201d\u4e0e\u201c\u7528\u6237\u63a7\u5236\u201d\u4e4b\u95f4\u627e\u5230\u90a3\u4e2a\u65e2\u9ad8\u6548\u53c8\u4e0d\u4ee4\u4eba\u6cae\u4e27\u7684\u751c\u871c\u70b9\u3002\u5b83\u5f00\u542f\u7684\u8d5b\u9053\u503c\u5f97\u671f\u5f85\uff0c\u4f46\u8ddd\u79bb\u201c\u6539\u53d8\u4e00\u5207\u201d\u7684\u627f\u8bfa\uff0c\u8fd8\u6709\u6f2b\u957f\u7684\u53ef\u9760\u6027\u9a8c\u8bc1\u4e4b\u8def\u8981\u8d70\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Cardboard<\/span>\n <\/div>\n<div class=\"comment-content\">Cardboard is an agentic video editor that gets you from raw footage to final cut in minutes. Think of it like an intelligent collaborator, one that understands what’s in your clips, has the taste to know what a good edit looks like, and executes your vision.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b <\/p>\n<p>I’m Saksham, Co-Founder & CEO of Cardboard (Backed by Y Combinator).<\/p>\n<p>Video editing hasn’t fundamentally changed in 25 years. You still drag clips and spend hours on cuts that should take seconds. The tools got prettier but the grind remained.<\/p>\n<p>My Co-Founder, Ishan and I built Cardboard because we lived this problem ourselves while creating content.<\/p>\n<p>Both of us hit the same wall: tools like Premiere Pro or DaVinci are powerful, but the learning curve is steep and getting to first cut takes hours. Creativity starts to feel like manual work.<\/p>\n<p>Cardboard is the agentic video editor, think Cursor, but for video. You describe the edit, it executes. It runs in your browser, supports live collaboration, and lets you find footage by what’s in it.<\/p>\n<p>Humans from PostHog, Airtable, Google, and more, are using Cardboard to go from raw footage to final cut in minutes.<\/p>\n<p>Now it’s your turn: <a href=\"https:\/\/www.usecardboard.com\/signup\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.usecardboard.com\/signup<\/a><\/p>\n<p>We’ll be here in comments all day, ask us anything \ud83d\ude42<\/p>\n<p>We’d love to hear your thoughts\/feedback.<\/p>\n<p>Find us on X:<br \/>\n<a href=\"https:\/\/x.com\/usecardboard\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/usecardboard<\/a><br \/>\n<a href=\"https:\/\/x.com\/sxmawl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/sxmawl<\/a><br \/>\n<a href=\"https:\/\/x.com\/ishandeveloper\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/ishandeveloper<\/a><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>20<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saksham_aggarwal7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saksham_aggarwal7<\/a>  Let’s Go! This looks super disruptive, congratulations on the launch! All the best! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saksham_aggarwal7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saksham_aggarwal7<\/a> This sounds exciting. I’ve been struggling to pace up the post production of our videos, it usually takes 2-3 days a video with the current setup.<\/p>\n<p>Will definitely give it a shot rn!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@saksham_aggarwal7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saksham_aggarwal7<\/a> Congratulations! As someone GEO content (shorts, LIVEs, podcasts), how has Cardboard sped up your own first cuts from raw footage to hooks; any specific prompt tricks for turning talking-head interviews into punchy 30s clips?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Huge fan of the product and team! What\u2019s the most non obvious usecase of cardboard you\u2019ve seen in the wild?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@liveink\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@liveink<\/a> Thanks Kevin!<\/p>\n<\/p>\n<p>Honestly, we started doing this ourselves. Saksham and I throw our long meeting recordings into Cardboard and ask it to create highlight reels we can share with customers.<\/p>\n<\/p>\n<p>But the one that really surprised me was that one of our users edited his wedding video with it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product! How does it handle longer recordings like customer calls or screen recordings where the “good parts” are buried? Does it let you describe what you’re looking for semantically, or is it more keyword-based?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zigapotoc\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zigapotoc<\/a> Yep! You can go either way. Describe what you’re looking for semantically, or search for that one specific keyword you mentioned in a webinar. Both work great.<\/p>\n<\/p>\n<p>But honestly, the best way is to just ask the agent to find the highlights. It’ll figure out the sequences with the aha moments, the hooks, all of it. Would love for you to try it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>awesome product guys<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> Thanks Kshitij!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">If someone is currently happy with Descript for transcript editing (or Premiere\/DaVinci for full control), what\u2019s the specific \u201cbreaking point\u201d where Cardboard becomes the obvious switch\u2014and what do you intentionally *not* try to compete on?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@curiouskitty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@curiouskitty<\/a> <\/p>\n<\/p>\n<p>Here are the following breaking points:<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>Scale.<\/strong> “20 ads by Thursday” or “1000 product videos this month” – traditional editors make human the bottleneck on every cut, resize, and caption. Cardboard acts as their force multiplier.<\/p>\n<\/li>\n<li>\n<p><strong>Skill.<\/strong> A founder \/ marketer knows what they want but doesn’t want to spend months to learn intricacies of timeline in Premier \/ DaVinci. To have more control, Cardboard has a very simple and easy-to-use timeline.<\/p>\n<\/li>\n<li>\n<p><strong>Visual Understanding: <\/strong>Descript simplified transcript based editing but does not posses good visual understanding. Cardboard’s Director agent actually has visual understanding of your footage, understands it deeply and is able to make creative decisions, not just template fills.<\/p>\n<\/li>\n<\/ul>\n<p><strong>What we don’t compete on:<\/strong> Long-form narrative films, advanced professional tools for color grading, VFX, frame-by-frame broadcast work. That’s Premiere’s job. <\/p>\n<\/p>\n<p>We’re not building a better cockpit – we’re building autopilot \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome let’s go guys – super bullish on Cardboard – think this might actually get the DaVinci users to move over<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pranjali_awasthi\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pranjali_awasthi<\/a> Haha we’re coming for them! Thank you, this means a lot. Rooting for Slashy too! Would love for you to try it out and tell us what you think! : )<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very simple to use<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harsha_gaddipati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harsha_gaddipati<\/a> Glad to hear \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>that is wild! Shared internally and can’t wait to work with it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Really excited for you to try it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>banger! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@hiya_chaplot1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@hiya_chaplot1<\/a> Thanks Hiya!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>wow awesome product guys<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> thanks kshitij!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That’s a big promise. If it works as intended, it would change everything for video editing. I bookmarked it to see how it goes in a few weeks. Best of luck to you \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@nathan_croissant\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@nathan_croissant<\/a> Thanks Nathan! Would love for you to try it out and hear what you think. Excited to surprise you \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Cracked team, let\u2019s go <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@serjobas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@serjobas<\/a> ty ty ty<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@serjobas\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"serjobas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@serjobas<\/a> Thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The idea of describing an edit and having it execute is a huge unlock. Video editing has always been this weird paradox where you know exactly what you want but spend hours clicking through timelines to get there. Running in the browser and supporting live collaboration makes this really accessible too. Congrats on the launch and the YC backing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@handuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@handuo<\/a> that’s right! people who’ve edited videos know how much painful the process is.<\/p>\n<\/p>\n<p>thanks for your support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One of my biggest challenges with AI editing software is that the clips end up feeling disjointed and lacks the “smooth” narrative that I’m going for. Are there ways to enter into a “plan” mode so that I can specify the style of video that I’m editing for? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> Great question! We don’t have a dedicated plan mode right now, but the way we built the agent kind of addresses this. Wherever it’s uncertain about something, instead of self-guessing, it just asks you. So the narrative stays in your control throughout.<\/p>\n<\/p>\n<p>You can also just ask it to draft a rough script or outline before you start cutting.<\/p>\n<\/p>\n<p>Curious, would a plan mode be more about setting a style upfront, or is a storyboarding experience closer to what you have in mind?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I really appreciate the live collaboration feature weaved into this. Is there a comment-and-resolve flow on the timeline or is that on the roadmap?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jacklyn_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacklyn_i<\/a> <\/p>\n<\/p>\n<p>Yep, feels like you read our minds!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This has good potential<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@harshactually\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@harshactually<\/a> I agree!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>amazing product i have come across in last couple of days amazing <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sammy_xf\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sammy_xf<\/a> thanks sammy, glad you liked it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product, very very useful for launch videos!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dhruv_roongta\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dhruv_roongta<\/a> ty ty dhruv!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks really exciting! I\u2019ve been waiting years for a product like this, but with pricing starting at $60 a month, obviously this is aimed at businesses and not at individuals. I hope you are successful and there is some path towards launching a consumer product with a much lower price point. It would also be exciting if there was a local client, something that didn\u2019t force customers to upload gigabytes of video footage. Not everyone has a fast pipe so this could be limiting in some scenarios.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jasonrdunn\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jasonrdunn<\/a> <\/p>\n<\/p>\n<p>I hear you Jason, we don’t have to upload the entire footage to get started with editing, we only upload that for collab\/cloud sync so that it is accessible on all of your devices. <\/p>\n<\/p>\n<p>For our ingestion pipelines we just upload small byte sized chunks of the footage.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is awesome, its amazing to see how many functions people perform online are now totally turning out to be prompt and usage based. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jake_friedberg\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jake_friedberg<\/a> you can just type things into existence \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Max video length it can handle at once?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mege_mege\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mege_mege<\/a> <\/p>\n<\/p>\n<p>It depends on how much memory your PC has. There should be no limit in theory but we’ve seen it produces good results for raw footage of upto upto 60 gb\/8hr of footage. <\/p>\n<\/p>\n<p>Beyond that, we still support it, but the agent quality degrades because of context limits, we’re working on smarter context management.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Cursor for video editing” and backed by YC. My video editor just started updating their resume. Upvoted. \ud83c\udfac<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> Haha!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Great execution here. As someone who\u2019s spent 15+ years in Ae \u2018dragging around\u2019 clips in the timeline this feels like a natural evolution for video. Congrats on the launch!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@joeharrison\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@joeharrison<\/a> Thanks Joe, there’s so many exciting things we’re shipping every week.<\/p>\n<\/p>\n<p>Excited for what’s next!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Ishan is a wonderful person. For quite a long time, ever since we used to speak a lot about WebAssembly and we also met at JSConf India in 2023. He is a super, super talented person, and I’m just so glad to see him launch such an amazing product, which is live today now. Kudos to the team for building this and this overall user experience of having an authentic video editor and how that should look. This is the tool; so much thought and effort has gone into the UI\/UX and just being able to create videos on the fly, having that chat-like prompt to be able to distribute the videos and have really, really slick, clean UI for doing editing on the fly. It’s just massive, right, so proud of what they’ve been able to do and support this launch throughout. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shivaylamba\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shivaylamba<\/a> <\/p>\n<\/p>\n<p>Grateful to build this with <a href=\"https:\/\/www.producthunt.com\/@ishandeveloper\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ishandeveloper\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ishandeveloper<\/a> \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “describe the edit, it executes” framing is sharp. curious how the agent handles first-time users with no editing history – does it lean on the clarifying questions a lot early on? the cold start problem for understanding someone’s aesthetic is one of the harder ones. congrats on the launch <a href=\"https:\/\/www.producthunt.com\/@saksham_aggarwal7\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"saksham_aggarwal7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@saksham_aggarwal7<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ivo_gospodinov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivo_gospodinov<\/a> <\/p>\n<\/p>\n<p>The agent asks more and more questions if user says “can you make it into a cool vlog?”<\/p>\n<p>We’re also planning a feature where users can upload a video\/image they like and they’ll be able to get closer to that using Cardboard’s agent \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>“Cursor for video editing” \u2014 okay you have my attention. As someone who uses Cursor daily for coding, the idea of an AI that actually understands what’s in my footage and makes editing decisions for me sounds incredible. I’ve been wanting to make short demo videos for my apps but always gave up at the editing stage because it takes forever. If this can take raw screen recordings and turn them into polished product demos, I’m sold. Is that a use case you support, or is it more focused on podcast\/talking-head content?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sparkuu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sparkuu<\/a> <\/p>\n<\/p>\n<p>Yes, in fact this is a use case that has got good traction as well. We can do product demos with zoom-ins \/ transitions \/ captions \/ etc.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this looks incredibly exciting, congrats on the launch. does it resync the timeline if we change the music later? that\u2019s honestly my biggest pain point in editing videos.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gourish_narang\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gourish_narang<\/a> <\/p>\n<\/p>\n<p>yes, just ask it “hey i just changed the music to @mentionthetrackhere – can you resync the timeline?”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Video editing is the bottleneck for every YouTube creator I talk to. The ideas and scripting part can be fast, but then you spend 6 hours cutting and trimming. If this does for video what Cursor did for coding, I want to see it in action. How does it handle multicam or footage with a lot of cuts? That’s usually where AI editors fall apart.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@aitubespark\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@aitubespark<\/a> Glad the analogy resonates!<\/p>\n<\/p>\n<p>On multicam, it works really well for podcasts already. Some of our users have been producing results that honestly surprised even us. (Was literally shipping audio sync for this last week: <a href=\"https:\/\/x.com\/ishandeveloper\/status\/2030957527018741892\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/x.com\/ishandeveloper\/status\/2030957527018741892<\/a>)<\/p>\n<\/p>\n<p>That said, there’s a lot more we can do and we have a bunch of things on the roadmap. Curious, what are some of the use cases you have in mind? Would love to learn.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch, this looks super slick<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>Appreciate it, coming from you<a href=\"https:\/\/www.producthunt.com\/@daffinity\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@daffinity<\/a> ! \u2728<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch! I’d love to know if Cardboard can help me speed up my flow for fetching, cropping\/editing videos from multiple sources (usually Youtube\/Reddit\/Instagram etc. ) to be then exported and sent out via Whatsapp etc. <br \/>I love cropping + making edits to videos to fit a certain hyperspecific context (think memes tailored to a group of < 15 people) and my current flow is a bit tedious: I have to download the video from its original source using third party applications, then edit it manually using either the Photos app or other third party applications if I have to make more complicated changes like adding text etc. Would love to know if Cardboard has any features in the pipeline that can help accelerate this end-to-end flow! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ameya_deshmukh3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ameya_deshmukh3<\/a> Thanks for the kind words!<\/p>\n<\/p>\n<p>Fetching footage directly from YouTube\/Reddit\/Instagram isn’t something we support right now. You’d still need to bring in the raw footage yourself.<\/p>\n<\/p>\n<p>That said, we’ve heard this from quite a few users and have a couple of ideas in the works, either generating assets for you directly, or pulling relevant ones from the web.<\/p>\n<\/p>\n<p>For everything after that though, if you bring in the footage, the agent can handle the reframing, cropping, and fitting it to whatever hyper-specific context you have in mind. Adding text, adjusting for format, that’s exactly the kind of thing it’s built for.<\/p>\n<\/p>\n<p>We update our changelog pretty much every week if you want to follow along: <a href=\"http:\/\/usecardboard.com\/changelog\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">usecardboard.com\/changelog<\/a>. Would love to have you try it! : )<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#3<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/RLVOKOCMVDAKFF\" class=\"app-title\">Teract AI<\/a><\/p>\n<div class=\"one-liner\">Your AI reputation coach for LinkedIn, X, Reddit & more<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">323<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Teract AI\u662f\u4e00\u6b3eAI\u58f0\u8a89\u6559\u7ec3\uff0c\u901a\u8fc7\u5206\u6790\u7528\u6237\u8bed\u8a00\u98ce\u683c\u4e0e\u4e13\u4e1a\u77e5\u8bc6\uff0c\u5728LinkedIn\u3001X\u3001Reddit\u7b498\u4e2a\u5e73\u53f0\u4e3b\u52a8\u53d1\u73b0\u9ad8\u4ef7\u503c\u5bf9\u8bdd\uff0c\u5e76\u4ee3\u7528\u6237\u8d77\u8349\u7b26\u5408\u4e2a\u4eba\u8bed\u5883\u7684\u8bc4\u8bba\u4e0e\u5e16\u5b50\uff0c\u89e3\u51b3\u4e86\u4e13\u4e1a\u4eba\u58eb\u9700\u9891\u7e41\u7ef4\u62a4\u591a\u4e2a\u793e\u4ea4\u5f62\u8c61\u4f46\u65f6\u95f4\u7cbe\u529b\u4e0d\u8db3\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4fcd8225-f1c1-426d-84fa-dd10cc454014.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" 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class=\"tag\">\u5185\u5bb9\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u4eba\u7c7b\u5728\u73af<\/span><br \/>\n <span class=\"tag\">Chrome\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u7cbe\u51c6\u89e6\u8fbe<\/span><br \/>\n <span class=\"tag\">\u5bf9\u8bdd\u53d1\u73b0<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u53cd\u9988\u96c6\u4e2d\u4e8e\u4ea7\u54c1\u5b89\u5168\u6027\uff08\u662f\u5426\u89e6\u53d1\u5e73\u53f0\u5c01\u7981\uff09\u3001\u8de8\u5e73\u53f0\u8bed\u8c03\u6821\u51c6\u80fd\u529b\u3001AI\u751f\u6210\u5185\u5bb9\u5728Reddit\u7b49\u793e\u533a\u7684\u201c\u975e\u4eba\u6027\u5316\u201d\u98ce\u9669\u3001\u5b66\u4e60\u7528\u6237\u58f0\u97f3\u7684\u673a\u5236\u4e0e\u4f26\u7406\u8fb9\u754c\uff0c\u4ee5\u53ca\u201c\u6bcf\u65e5\u60c5\u62a5\u201d\u529f\u80fd\u80fd\u5426\u5b9e\u73b0\u7cbe\u51c6\u7684\u5782\u76f4\u9886\u57df\u7b5b\u9009\u3002\u5f00\u53d1\u8005\u56de\u590d\u5f3a\u8c03\u624b\u52a8\u5ba1\u6838\u3001\u65e0\u81ea\u52a8\u5316\u884c\u4e3a\u53ca\u5e73\u53f0\u5dee\u5f02\u5316\u9002\u914d\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Teract AI\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u66ff\u4ee3\u7528\u6237\u5199\u4f5c\uff0c\u800c\u5728\u4e8e\u91cd\u6784\u793e\u4ea4\u5a92\u4f53\u53c2\u4e0e\u7684\u201c\u53d1\u73b0-\u51b3\u7b56-\u521b\u4f5c\u201d\u5de5\u4f5c\u6d41\u3002\u5176\u5ba3\u79f0\u7684\u6838\u5fc3\u4ef7\u503c\u201cAI\u58f0\u8a89\u6559\u7ec3\u201d\u5b9e\u5219\u662f\u5c06\u7b56\u7565\u5c42\uff08\u5728\u54ea\u8bf4\uff09\u4e0e\u6267\u884c\u5c42\uff08\u8bf4\u4ec0\u4e48\uff09\u8fdb\u884c\u4e86AI\u8d4b\u80fd\u6574\u5408\uff0c\u8fd9\u6bd4\u5355\u7eaf\u7684\u5185\u5bb9\u751f\u6210\u5de5\u5177\u9ad8\u51fa\u4e00\u4e2a\u7ef4\u5ea6\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5de7\u5999\u5730\u5c06\u81ea\u8eab\u5b9a\u4f4d\u4e3a\u201c\u6d4f\u89c8\u5668\u5185\u7684\u5199\u4f5c\u52a9\u624b\u201d\uff0c\u800c\u975e\u81ea\u52a8\u5316\u673a\u5668\u4eba\uff0c\u8fd9\u662f\u5bf9\u5f53\u524d\u5404\u5927\u793e\u4ea4\u5e73\u53f0\u53cd\u81ea\u52a8\u5316\u653f\u7b56\u7684\u9ad8\u660e\u89c4\u907f\u3002\u7136\u800c\uff0c\u8fd9\u6070\u6070\u66b4\u9732\u4e86\u5176\u5546\u4e1a\u6a21\u5f0f\u7684\u6f5c\u5728\u5929\u82b1\u677f\uff1a\u5b83\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u6548\u7387\u5de5\u5177\uff0c\u800c\u975e\u589e\u957f\u9ed1\u5ba2\u5de5\u5177\u3002\u5176\u4ef7\u503c\u4e0a\u9650\u53d6\u51b3\u4e8e\u7528\u6237\u81ea\u8eab\u7684\u53c2\u4e0e\u610f\u613f\u548c\u5ba1\u9605\u65f6\u95f4\uff0c\u65e0\u6cd5\u5b9e\u73b0\u771f\u6b63\u7684\u201c\u89c4\u6a21\u6269\u5f20\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7528\u6237\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u8bed\u8c03\u6821\u51c6\u201d\u548c\u201cReddit\u4eba\u6027\u5316\u201d\u7684\u8d28\u7591\uff0c\u76f4\u6307\u6b64\u7c7b\u4ea7\u54c1\u6700\u8106\u5f31\u7684\u547d\u95e8\u2014\u2014\u8bed\u5883\u7406\u89e3\u3002AI\u53ef\u4ee5\u6a21\u4eff\u8bcd\u6c47\u548c\u53e5\u6cd5\uff0c\u4f46\u96be\u4ee5\u771f\u6b63\u7406\u89e3\u6bcf\u4e2a\u793e\u533a\u4e9a\u6587\u5316\u7684\u3001\u77ac\u606f\u4e07\u53d8\u7684\u201c\u6c1b\u56f4\u201d\u548c\u201c\u6897\u201d\u3002\u5728LinkedIn\u4e0a\u5f97\u4f53\u7684\u4e13\u4e1a\u8bc4\u8bba\uff0c\u79fb\u690d\u5230Reddit\u53ef\u80fd\u7acb\u523b\u88ab\u89c6\u4e3a\u201cAI\u5473\u6d53\u91cd\u201d\u7684\u5192\u72af\u3002\u5f00\u53d1\u56e2\u961f\u201c\u53ef\u5f15\u5165\u4e0d\u5b8c\u7f8e\u201d\u7684\u56de\u590d\u662f\u4e00\u79cd\u59a5\u534f\u65b9\u6848\uff0c\u4f46\u201c\u523b\u610f\u7684\u4e0d\u5b8c\u7f8e\u201d\u672c\u8eab\u4e5f\u53ef\u80fd\u88ab\u793e\u533a\u96f7\u8fbe\u4fa6\u6d4b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u6df1\u523b\u7684\u4f26\u7406\u95ee\u9898\u5728\u4e8e\u201c\u58f0\u97f3\u7684\u5f02\u5316\u201d\u3002\u5f53\u7528\u6237\u957f\u671f\u4f9d\u8d56\u5e76\u6279\u51c6AI\u8d77\u8349\u7684\u3001\u6a21\u4eff\u81ea\u5df1\u7684\u201c\u6df1\u601d\u719f\u8651\u201d\u7684\u8a00\u8bba\u65f6\uff0c\u5176\u7ebf\u4e0a\u4eba\u683c\u662f\u5426\u4f1a\u9010\u6e10\u8d8b\u8fd1\u4e8eAI\u6240\u8ba4\u4e3a\u7684\u201c\u7406\u60f3\u5316\u4e13\u4e1a\u5f62\u8c61\u201d\uff1f\u8fd9\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u6570\u5b57\u65f6\u4ee3\u7684\u201c\u81ea\u6211\u5448\u73b0\u201d\u6096\u8bba\uff1a\u6211\u4eec\u4f7f\u7528\u5de5\u5177\u6765\u66f4\u9ad8\u6548\u5730\u8868\u8fbe\u201c\u771f\u5b9e\u7684\u81ea\u6211\u201d\uff0c\u4f46\u5de5\u5177\u4e5f\u5728\u6084\u7136\u5851\u9020\u7740\u8868\u8fbe\u7684\u5185\u5bb9\u4e0e\u8fb9\u754c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cTeract AI\u662f\u5f53\u524dAI\u5e94\u7528\u6d6a\u6f6e\u4e2d\u4e00\u4e2a\u601d\u8def\u6e05\u6670\u3001\u5b9a\u4f4d\u7cbe\u51c6\u7684\u4ea7\u54c1\u3002\u5b83\u7784\u51c6\u4e86\u6709\u4e2a\u4eba\u54c1\u724c\u5efa\u8bbe\u9700\u6c42\u7684\u4e13\u4e1a\u4eba\u58eb\u8fd9\u4e00\u4ed8\u8d39\u610f\u613f\u5f3a\u7684\u7fa4\u4f53\uff0c\u5e76\u901a\u8fc7\u201c\u4eba\u7c7b\u5728\u73af\u201d\u89e3\u51b3\u4e86\u521d\u671f\u7684\u4fe1\u4efb\u95ee\u9898\u3002\u4f46\u5176\u957f\u671f\u6210\u529f\uff0c\u4e0d\u4ec5\u53d6\u51b3\u4e8e\u6280\u672f\u5bf9\u201c\u7528\u6237\u58f0\u97f3\u201d\u6a21\u4eff\u7684\u4fdd\u771f\u5ea6\uff0c\u66f4\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u771f\u6b63\u7406\u89e3\u5e76\u878d\u5165\u5404\u4e2a\u5e73\u53f0\u7684\u5fae\u578b\u6587\u5316\u6218\u573a\uff0c\u6210\u4e3a\u7528\u6237\u6d1e\u5bdf\u4e0e\u793e\u4ea4\u667a\u6167\u7684\u5ef6\u4f38\uff0c\u800c\u975e\u4e00\u4e2a\u7565\u663e\u7b28\u62d9\u7684\u4fee\u8f9e\u5b66\u52a9\u624b\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Teract AI<\/span>\n <\/div>\n<div class=\"comment-content\">Teract learns your voice, scans your feeds, and tells you exactly where to show up online. It finds high-impact conversations across platforms like LinkedIn, X, and Reddit, then drafts thoughtful comments and posts that reflect your real voice and experience.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\ud83d\udc4b Hey Product Hunt!<\/p>\n<p>Meet Teract \u2014 your AI reputation coach that finds high-impact conversations and helps you engage in your own voice across 8 platforms.<\/p>\n<p>Here\u2019s how it works:<\/p>\n<p>\u270d\ufe0f Your voice signature \u2013 learns your sentence patterns, vocabulary, and rhythm.<br \/>\n\ud83d\udcbc Your expertise map \u2013 knows your career, domain knowledge, and what you can confidently speak about.<br \/>\n\ud83d\udcd6 Your story bank \u2013 weaves your real experiences into comments and posts naturally.<br \/>\n\u2600\ufe0f Daily intelligence \u2013 scans LinkedIn, X, Reddit, Hacker News, Medium, Threads, BlueSky, and Product Hunt for trending conversations.<br \/>\n\u26a1 One-click comments \u2013 drafts replies in your voice with 11 styles to choose from (Add Value, Share Experience, Ask Question\u2026).<\/p>\n<p>\u2705 No bots. No auto-posting. You approve everything.<br \/>\n\ud83d\ude80 Amplify your voice, save hours, and show up where it matters most.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@djordjevic_nikola\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@djordjevic_nikola<\/a> I really like the idea behind this but how does Teract calibrate tone across platforms? A LinkedIn post, a Reddit comment, and an X thread require completely different registers \u2014 professional vs. conversational vs. punchy.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@djordjevic_nikola\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@djordjevic_nikola<\/a> If it learns your voice well enough to draft comments that sound like you, what stops someone from approving outputs without actually reading them, and at what point does “your voice” become the AI’s voice with your name on it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is it safe? Because I was restricted by LinkedIn because of the 3rd party tools that “automate” my activity (tho I do not use them). But possibly it could trigger the restriction. <\/p>\n<p>Do you have any guarantees that it won’t trigger a ban?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@busmark_w_nika\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@busmark_w_nika<\/a> Totally understand the concern – getting restricted sucks and LinkedIn is aggressive about automation.<\/p>\n<p>Teract is fundamentally different from automation tools. Here’s why it’s safe:<\/p>\n<p><strong>1. You approve everything<\/strong> – Teract never posts, comments, or messages on its own. It drafts the text, you review it, then YOU click to post. From LinkedIn’s perspective, you’re just typing and posting normally.<\/p>\n<p><strong>2. No bot behavior <\/strong>– There’s no auto-liking, auto-following, auto-commenting at scale. No scheduled posts. No bulk actions. It’s just you, writing comments one at a time, at human speed.<\/p>\n<p><strong>3. Chrome extension, not a bot<\/strong> – Teract runs in your browser as you browse. It’s not logging into your account from a server somewhere or using LinkedIn’s API in ways they don’t allow.<\/p>\n<p>The tools that get you banned are the ones that log in as you and perform actions automatically – mass connection requests, auto-comments on 50 posts per day, that kind of thing. Teract is a writing assistant that helps you draft better comments. You’re still the one posting them.<\/p>\n<p>That said, no tool can guarantee LinkedIn won’t change their policies. But the architecture is designed to be indistinguishable from you just being a really engaged, thoughtful commenter.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">@busmark_w_nika Totally fair – note that Teract works on 7 other platforms: X, Reddit, Threads, Medium, BlueSky, Hacker News, and PH itself \ud83d\udc4b. You could skip LinkedIn entirely for now.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch team!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@rbluena\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rbluena<\/a> Thanks for your support, Rabii!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@chilarai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@chilarai<\/a> Thanks for support Chilarai!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a cool idea! Social media is a constant grind, so having an AI that helps with replies and interactions feels very timely. Wondering how the AI learns and adapts to someone’s writing style?<\/p>\n<p>Will definitely give it a try.. <\/p>\n<p>Congrats on the launch! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@teon_stamenovic1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@teon_stamenovic1<\/a> Thanks so much for the support! Teract learns your writing style by analyzing your existing posts and comments when you set up your profile. The more you post, the better it gets at matching your tone, language, and preferred topics. You can always edit or tweak anything it generates, so it stays true to your voice. Would love to hear what you think once you try it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@djordjevic_nikola\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"djordjevic_nikola\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@djordjevic_nikola<\/a> & <a href=\"https:\/\/www.producthunt.com\/@whoisrade\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"whoisrade\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@whoisrade<\/a>! <\/p>\n<p>To me, the <strong>Voice Signature<\/strong> and <strong>Story Bank<\/strong> approach is the only way to solve the AI-noise problem on LinkedIn right now. Upvoted for the vision of keeping the “Human in the loop!”<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@taimur_haider1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@taimur_haider1<\/a> Thank you so much, Taimur! Really appreciate your support and totally agree\u2014keeping the \u201chuman in the loop\u201d is key to authentic engagement.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch \ud83c\udf89 \ud83c\udf89 !<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shubham_pratap\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shubham_pratap<\/a> Thanks for the support, Shubham! \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Great product! Congratulations on the launch. This will genuinely help solo entrepreneurs who need to handle everything on their own.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bhu_1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bhu_1<\/a> Totally agree, Bhuwan! Being a one-person show is tough, and tools like Teract are lifesavers for streamlining engagement.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very very cool. I built a similar tool for myself, but am very curious to see your angle. Could be brilliant for founder led growth. <\/p>\n<p>Cheers!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Cool! Founder led growth is definitely where AI like this can shine. Always fascinating to see different spins on the same idea.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@djordjevic_nikola\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"djordjevic_nikola\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@djordjevic_nikola<\/a> The Chrome extension format is smart for LinkedIn, but Reddit has a notoriously allergic reaction to AI-polished content. Does this implement a<\/p>\n<p>natural vibe that deliberately introduces casual phrasing, or even slight imperfections \u2014 to avoid the \u2018this sounds like ChatGPT\u2019 flag that gets downvoted fast on Reddit? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jacklyn_i\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jacklyn_i<\/a> Great point, Jacklyn! Yes, Teract adapts its tone for each platform. For Reddit, it deliberately uses more casual language and can introduce slight imperfections to blend in and avoid that generic AI feel. You can also review and tweak the output before posting for an even more natural vibe.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sorry, I might have missed something, but does it directly interact with let’s say LinkedIn, or it just analyses and creates content? ok, let’s say it can mimic me and create content and comments, which don’t sound like an AI slop, but can I simply run it on my LI profile?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> No worries! Teract doesn\u2019t directly interact with LinkedIn or auto-post for you. It analyzes your profile and posts to learn your style, then helps you generate content and comments that sound like you. You run it in your browser alongside LinkedIn, so you can easily draft and post content on your profile, but you always review and post manually.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I like how straightforward everything is\u2014no confusion at all.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amelia_brooks3\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amelia_brooks3<\/a> Thank you, Amelia! We\u2019ve worked hard to keep it simple and clear, so that means a lot!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Building a B2B SaaS in public means showing up consistently on X and LinkedIn \u2014 but my bottleneck isn’t the writing, it’s always knowing <em>where<\/em> to show up and <em>which<\/em> conversations are worth my time. The “daily intelligence” feature that surfaces high-impact conversations across platforms is actually the most valuable part to me. How smart is the targeting? Can I tune it to only surface discussions relevant to a specific niche (e.g., accounting\/fintech for US SMBs) without drowning in general startup content?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> Great question, Ilya! Yes, you can tune the daily intelligence feature to focus on specific niches. Teract analyzes both your past activity and your specified interests, so you can set preferences like \u201caccounting\/fintech for US SMBs\u201d and avoid broader startup content. The AI Coach gets smarter over time based on your engagement, so it becomes more targeted the more you use it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the tool learn your sentence patterns, vocabulary, and rhythm? Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@djordjevic_nikola\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"djordjevic_nikola\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@djordjevic_nikola<\/a>! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a> Thanks, Neil! Teract analyzes your existing posts and comments to pick up on your sentence patterns, vocabulary, and rhythm during the profile setup. The more examples it has, the better it matches your voice. It keeps refining as you generate and edit content.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I just tried it out. I clicked Insert, but nothing happened. I think the generated content should be insertable into the comment box, right?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bjf_yfwl\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bjf_yfwl<\/a> Thanks for trying it out and letting us know, Bo! Yes, the generated content should be insertable into the comment box. If \u201cInsert\u201d didn\u2019t work, please try refreshing the page or restarting your browser.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, \u0441ongrats on the launch! How long does it usually take for Teract to learn your writing style?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ermakovich_sergey\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ermakovich_sergey<\/a> Thanks, Sergey! Teract starts learning your writing style right away by analyzing your existing posts during setup. The more content you have, the quicker and more accurately it adapts\u2014usually just a few minutes to get started, and it keeps getting better as you use it.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>do you find that the comments it drafts actually get engagement? do people still sense the AI tone even after proper context \/ training?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> Great questions, Marti! Yes, comments drafted with Teract do get real engagement\u2014especially after it learns your style. Most people can\u2019t tell it\u2019s AI!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is it safe for linkedin? will it not lead to ban?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@preetham_cloud\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@preetham_cloud<\/a> Yes, it\u2019s safe for LinkedIn! Teract doesn\u2019t use automation or auto-posting, it just helps you generate content, which you post manually. This keeps your account compliant and avoids any ban risk.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting use case. How do you circumnavigate the issue of AI tools being blocked by platforms?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@shalini_umrao\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@shalini_umrao<\/a> Great question, Shalini! Teract avoids this issue by not connecting directly to social platforms or using any automation. It never auto-posts or interacts with the platform\u2019s backend-everything is generated for you to review and post manually, so it stays fully platform-compliant.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the voice signature + story bank approach is exactly right. been building the same thing from a different direction – northr extracts identity from AI conversations so it’s available the moment you open chatgpt or claude. teract from the social side, northr from the AI side. weirdly complementary. congrats on the launch rade.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ivo_gospodinov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivo_gospodinov<\/a> Thanks so much, Ivo! Love hearing about the approach you\u2019re taking with Northr-it definitely sounds complementary. Exciting to see different ways of solving for authentic online identity. Appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Amazing stuff! Supported.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@karanparwani\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@karanparwani<\/a> Thanks for the support. AI is really changing the game for social media.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you plan to monetize ?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vicgrss\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vicgrss<\/a> Thanks for asking, Victor! Teract is a subscription-based tool\u2014we offer monthly and yearly plans. Users pay for premium features like advanced AI coaching, multi-platform support, and higher content generation limits. There\u2019s also a free trial to start!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, congrats on the launch! How does the fundamentals work? Usually I’ve heard automation tools trigger a ban or account restrictions. How does Teract guarantee that doesn’t happen? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@swati_paliwal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@swati_paliwal<\/a> Thanks and great question! Teract is different from automation tools, it never auto-posts or acts on your behalf. You generate content, review it, and post it yourself. This manual process keeps you safe because it complies with all platform rules. Your account stays secure and there\u2019s no risk of bans or restrictions.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What unique method does Teract use to ensure its AI-generated comments and posts authentically reflect your personal voice rather than sounding generic?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mordrag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mordrag<\/a> Great question! Three things make it sound like you:<\/p>\n<p><strong>1. Voice analysis<\/strong> – Teract reads your past comments and posts to learn how you actually write. Your sentence structure, vocabulary, tone, pacing. The patterns that make your writing yours.<\/p>\n<p><strong>2. Story bank<\/strong> – When you first set up, Teract asks you to share your stories in your bio. The moments only you can tell. <em>Maybe you lived in Singapore for a few years, switched careers, had a major production incident and how you solved it, climbed Kilimanjaro, whatever. It stores these and weaves them into comments when they’re relevant to the conversation.<\/em><\/p>\n<p><strong>3. Experience mapping <\/strong>– It knows your career history and domain expertise, so it only speaks about things you’re actually qualified to talk about.<\/p>\n<p>The result is comments that reference your real experiences, not generic “great post!” filler. When someone’s talking about scaling engineering teams and you actually scaled one from 5 to 50 people, Teract pulls that story and uses it. That’s what makes it sound like you instead of ChatGPT.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How does your prioritization\/scoring for \u201chigh-impact conversations\u201d actually work in practice across very different cultures (LinkedIn vs X vs Reddit vs HN)? What inputs matter most, and how do you tune it so it surfaces opportunities that are both relevant and safe for a user\u2019s reputation?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting concept. Helping people engage in important conversations in their own voice across multiple platforms sounds very useful. The voice signature and story bank idea is especially interesting. How does Teract make sure the generated comments still feel authentic and not overly AI-written?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">love the concept \u2014 how long does it take<br \/>\nfor Teract to actually learn your voice<br \/>\nwell enough that comments feel natural?<br \/>\nasking because that’s usually where these<br \/>\ntools fall short \ud83d\udc40<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Showing some love to fellow Serbian makers. <\/p>\n<\/p>\n<p>I used the first version on Linkedin and couldn\u2019t wait for it to work on X too. Now I can trully be the \u201creply guy\u201d \ud83d\ude01<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I really dig the ‘Voice Signature’ approach-there\u2019s too much generic AI slop on LinkedIn right now, so anything that keeps it feeling like a real human conversation is a win. I like it! <br \/>Looking forward to giving the Chrome extension a trt. Nice work! Keep it up! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How do you avoid getting shadowbanned on LI? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@jan_heimes Teract sidesteps the shadowban risk by design – it never acts on your behalf. No auto-posts, no scheduled actions, no server logging into your account. It generates the text, you review it, you post it manually.<\/p>\n<p>LinkedIn shadowbans accounts that show bot-like patterns: posting 10x\/day, mass commenting at inhuman speed, bulk connection requests. Teract doesn’t do any of that – you’re still the one deciding what goes out and when.<\/p>\n<p>From LinkedIn’s perspective, you’re just a very thoughtful commenter. \ud83d\ude42<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#4<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/2ENJV5AHKZGD6K\" class=\"app-title\">OpenUI<\/a><\/p>\n<div class=\"one-liner\">The open standard for Generative UI<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">286<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>OpenUI\u662f\u4e00\u4e2a\u751f\u6210\u5f0fUI\u5f00\u653e\u6807\u51c6\uff0c\u5b83\u8ba9AI\u5e94\u7528\u80fd\u591f\u76f4\u63a5\u8f93\u51fa\u4ea4\u4e92\u5f0fUI\u7ec4\u4ef6\u800c\u975e\u7eaf\u6587\u672c\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u6784\u5efaAI\u754c\u9762\u65f6\u56e0JSON\u683c\u5f0f\u7b28\u91cd\u5bfc\u81f4\u7684\u6e32\u67d3\u6162\u3001\u6613\u51fa\u9519\u3001\u8bbe\u8ba1\u7cfb\u7edf\u96be\u96c6\u6210\u7b49\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ac2dd509-4a8f-4845-90e8-5e73c1b2b16b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3657130f-045c-4327-a294-edaaff3016b7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0016ff60-2d3c-46d6-908d-50af5bf0985d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a3ab14b-ba12-4be2-92f4-ed4f11d161e5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/a505acc9-aa22-4520-8060-b08eb3ff8149.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/pjiFu8Eaf-E\"><source src=\"https:\/\/youtu.be\/pjiFu8Eaf-E\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">GitHub<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u751f\u6210\u5f0fUI<\/span><br \/>\n <span class=\"tag\">AI\u754c\u9762\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u6807\u51c6<\/span><br \/>\n <span class=\"tag\">UI\u7ec4\u4ef6<\/span><br \/>\n <span class=\"tag\">\u5927\u8bed\u8a00\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u6846\u67b6<\/span><br \/>\n <span class=\"tag\">\u6e32\u67d3\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u65e0\u5173<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3JSON\u75db\u70b9\u7684\u601d\u8def\u53ca\u5f00\u6e90\u4ef7\u503c\uff0c\u5173\u6ce8\u5176\u6d41\u5f0f\u6e32\u67d3\u6027\u80fd\u3001\u591a\u6a21\u578b\/\u6846\u67b6\u517c\u5bb9\u6027\u3001\u8bbe\u8ba1\u7cfb\u7edf\u9002\u914d\u53ca\u751f\u4ea7\u73af\u5883\u53ef\u9760\u6027\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8eC1\u5e73\u53f0\u5bf9\u6a21\u7ccaUI\u610f\u56fe\u7684\u5904\u7406\u3001\u8de8\u5e73\u53f0\u4e00\u81f4\u6027\u53ca\u5177\u4f53\u6d4b\u8bd5\u7ec6\u8282\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n OpenUI\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u521b\u9020\u53e6\u4e00\u4e2aUI\u5e93\uff0c\u800c\u5728\u4e8e\u91cd\u65b0\u5b9a\u4e49AI\u4e0e\u754c\u9762\u4e4b\u95f4\u7684\u201c\u901a\u4fe1\u534f\u8bae\u201d\u3002\u5b83\u654f\u9510\u5730\u6233\u7834\u4e86\u5f53\u524dAI\u5e94\u7528\u754c\u9762\u5c42\u7684\u534e\u4e3d\u6ce1\u6cab\uff1a\u5f00\u53d1\u8005\u8017\u8d39\u5927\u91cf\u7cbe\u529b\u5728\u63d0\u793a\u5de5\u7a0b\u548cJSON\u89e3\u6790\u4e0a\uff0c\u53ea\u4e3a\u8ba9LLM\u8f93\u51fa\u4e00\u4e2a\u672c\u5e94\u66f4\u76f4\u89c2\u7684\u7ed3\u6784\u3002\u5176\u771f\u6b63\u7684\u98a0\u8986\u6027\u5728\u4e8e\uff0c\u5b83\u627f\u8ba4\u4e86\u201c\u4ee3\u7801\u5373LLM\u6bcd\u8bed\u201d\u8fd9\u4e00\u4e8b\u5b9e\uff0c\u653e\u5f03\u9a6f\u670dLLM\u53bb\u751f\u6210\u4e25\u8c28\u4f46\u53cd\u76f4\u89c9\u7684JSON\uff0c\u8f6c\u800c\u91c7\u7528\u4e00\u79cd\u66f4\u8d34\u8fd1\u4ee3\u7801\u4e60\u60ef\u7684\u8bed\u6cd5\u3002\u8fd9\u662f\u4e00\u79cd\u8303\u5f0f\u8f6c\u79fb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u6a21\u578b\u65e0\u5173\u201d\u4e0e\u201c\u6846\u67b6\u65e0\u5173\u201d\u66f4\u50cf\u662f\u4e00\u79cd\u7406\u60f3\u5ba3\u8a00\u3002\u8bc4\u8bba\u4e2d\u900f\u9732\u7684C1\u5e73\u53f0\u5bf9GPT-5\u548cSonnet4\u7684\u201c\u751f\u4ea7\u63a8\u8350\u201d\uff0c\u6697\u793a\u4e86\u5728\u8ffd\u6c42\u6781\u81f4\u53ef\u9760\u6027\u7684\u5b9e\u9645\u573a\u666f\u4e2d\uff0c\u6807\u51c6\u4ecd\u9700\u4e0e\u7279\u5b9a\u6a21\u578b\u7684\u201c\u4e60\u6027\u201d\u548c\u5e73\u53f0\u7684\u5de5\u7a0b\u5316\u65b9\u6848\u7ed3\u5408\u3002\u5176\u6838\u5fc3\u77db\u76fe\u5728\u4e8e\uff1a\u4e00\u4e2a\u65e8\u5728\u666e\u9002\u7684\u5f00\u653e\u6807\u51c6\uff0c\u5176\u6700\u4f73\u5b9e\u8df5\u548c\u7a33\u5b9a\u6027\u4fdd\u969c\u5374\u53ef\u80fd\u4f9d\u8d56\u4e8e\u80cc\u540e\u7684\u5546\u4e1a\u5e73\u53f0Thesys C1\u3002\u8fd9\u5f15\u53d1\u4e86\u5173\u4e8e\u201c\u5f00\u653e\u6807\u51c6\u201d\u4e0e\u201c\u5546\u4e1a\u95ed\u73af\u201d\u5982\u4f55\u5171\u5b58\u7684\u7ecf\u5178\u8d28\u7591\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u4ef7\u503c\u82e5\u6b62\u6b65\u4e8e\u201c\u66f4\u5feb\u7684JSON\u66ff\u4ee3\u54c1\u201d\uff0c\u5219\u683c\u5c40\u6709\u9650\u3002\u5176\u6df1\u5c42\u6f5c\u529b\u5728\u4e8e\u6210\u4e3aAI\u539f\u751f\u5e94\u7528\u7684\u201cHTML\u201d\u2014\u2014\u4e00\u79cd\u63cf\u8ff0\u4ea4\u4e92\u610f\u56fe\u7684\u4e2d\u95f4\u5c42\u8bed\u8a00\uff0c\u8ba9UI\u771f\u6b63\u6210\u4e3aAI\u601d\u7ef4\u7684\u6d41\u5f0f\u81ea\u7136\u5ef6\u4f38\uff0c\u800c\u975e\u4e8b\u540e\u7684\u7b28\u91cd\u5305\u88c5\u3002\u4f46\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5176\u80fd\u5426\u5728\u4fdd\u6301\u7b80\u6d01\u6027\u7684\u540c\u65f6\uff0c\u6784\u5efa\u8d77\u5f3a\u5927\u7684\u751f\u6001\u5171\u8bc6\uff0c\u5e76\u771f\u6b63\u89e3\u51b3\u8bc4\u8bba\u4e2d\u5173\u5fc3\u7684\u6a21\u7cca\u610f\u56fe\u5904\u7406\u3001\u8de8\u7aef\u4e00\u81f4\u6027\u7b49\u5de5\u7a0b\u6df1\u6c34\u533a\u95ee\u9898\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u89e3\u51b3\u4e86\u65e7\u75db\u70b9\uff0c\u5374\u5f00\u542f\u4e86\u65b0\u9501\u5b9a\u7684\u5e8f\u7ae0\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">OpenUI<\/span>\n <\/div>\n<div class=\"comment-content\">The Open Standard for Generative UIMake your AI apps respond with interactive UI components like cards, tables, forms and charts instead of text. Streaming-native, token-efficient, and works with any AI model (GPT,Claude,M2.5) and agent framework like ai-sdk, Google ADK<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<br \/>\nParikshit here, co-founder of <a href=\"https:\/\/thesys.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/thesys.dev<\/a><\/p>\n<p>Introducing OpenUI – the open standard for generative UI<\/p>\n<p>Why we built this:<br \/>\nOver the past two years, Thesys has powered generative UI for 10,000+ developers through our managed platform, C1.<br \/>\nAt that scale, we kept hitting the same wall. JSON : the standard format everyone (including us) used for structured UI output, kept breaking in production.<br \/>\nIt’s too verbose, so rendering felt slow. It’s too rigid, so custom design systems fought against it. And LLMs kept producing malformed output because deeply nested JSON isn’t what they were trained to generate. We tried better validation, better prompts. The error rates improved. The problems didn’t go away.<\/p>\n<p>So we designed a new format. OpenUI Lang uses code-like syntax that mirrors how LLMs actually learned structure, from billions of lines of code.<br \/>\nThe results:<br \/>\n\ud83c\udf31 67% fewer tokens than json-render \u2192 faster responses, lower cost<br \/>\n\u26a1\ufe0f 3x faster rendering \u2192 compared to our previous JSON-based approach<br \/>\n\ud83c\udfaf Near 0% malformed output \u2192 LLMs produce valid OpenUI Lang the way they produce valid functions<br \/>\n\ud83e\uddbe Model-agnostic \u2192 Works with all LLMs including OpenAI, Anthropic, Gemini, Mistral, Ollama<br \/>\n\ud83d\udce6 Framework-agnostic \u2192 Works with your favorite frameworks including Vercel AI SDK, LangChain, CrewAI<br \/>\n\ud83d\udcf1UI library agnostic \u2192 Hook your own design system or the popular ones like ShadCN, Radix and so on.<\/p>\n<p>Get started:<br \/>\n\ud83d\udcd6 Docs \u2192 openui.com\/docs<br \/>\n\ud83c\udfae GitHub \u2192 github.com\/thesysdev\/openui<br \/>\n\ud83d\udcac Discord \u2192 <a href=\"https:\/\/discord.com\/invite\/Pbv5PsqUSv\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.com\/invite\/Pbv5P…<\/a><\/p>\n<p>We’re open-sourcing this because we believe generative UI should be shared infrastructure, not locked behind any one platform.<br \/>\nIf you’re building AI interfaces or thinking about it,we’d love you to try it, break it, and tell us what’s missing.<\/p>\n<p>Know more about Thesys : <a href=\"Https:\/\/thesys.dev\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Https:\/\/thesys.dev<\/a><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really proud of what we shipped here.<\/p>\n<p>For a year we watched the same three problems surface across 10,000+ developers building AI-generated interfaces: slow rendering, broken output, hard-to-integrate designs. We kept patching. The problems kept coming back.<\/p>\n<p>Turns out they were all symptoms of the same root cause: the format we were using didn’t fit how LLMs think.<\/p>\n<p>So we built one that did. The results were immediate. 3x faster, 67% fewer tokens, dramatically more reliable.<\/p>\n<p>Open source and free. Hope it helps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>One good update, here! Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@pgd\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"pgd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pgd<\/a>! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pgd\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pgd<\/a>  <a href=\"https:\/\/www.producthunt.com\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a> thanks for the support<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is one of those “why didn’t this exist sooner” ideas. I’m so tired of AI responses being giant walls of text when what I actually need is a table or a card. The fact that it works with GPT, Claude, and Google ADK with just 2 lines of code is really appealing \u2014 nobody wants to be locked into one model these days. One question: how does it handle streaming? Like if the AI is generating a chart in real-time, does it render progressively or wait for the full response? That’d be a dealbreaker for chat-style apps where latency matters.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sparkuu\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sparkuu<\/a> OpenUI is built to be streaming native. Users can expect to see first render within 500ms-1s.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>great idea!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ishiid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ishiid<\/a> thank you. excited to see what you build.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Loving the sound of this. How much ACC testing was done on this?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@orateur\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@orateur<\/a> Hey Ossy, what do you mean by ACC testing?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does OpenUI handle the challenge of adapting to different UI design paradigms and aesthetic preferences between various AI model outputs, given that these can vary significantly?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@zhukmax\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@zhukmax<\/a> Interesting point. Currently OpenUI is not opinionated to any paradigms. We recommend C1 by Thesys which has extensively tested to follow your preferences.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>MCP integration in 2 lines is a strong hook \u2014 the real friction in generative UI isn’t rendering components, it’s getting the LLM to emit the right structure reliably. We build LLM workflows for structured financial data and the jump from “returns JSON” to “returns interactive UI” is where most teams get stuck. Curious: how does C1 handle edge cases where the model’s UI intent is ambiguous \u2014 do you fall back gracefully or does the developer define constraints upfront?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@slavaakulov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@slavaakulov<\/a> Due to strict schema enforcement, when schema breaks we retry internally to handle the interaction<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>That is so cool! LLM visuals tend to be really frustrating. super curious to see how you resolved this. Shared with our marketing team \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What types of LLMs and frameworks are currently supported by C1’s 2-line integration, and how does it handle UI rendering consistency across different platforms?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mordrag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mordrag<\/a> C1 was designed to LLM and framework agnostic. However we currently recommend GPT5 and Sonnet4 for production use. C1 only support web but we are planning to support for native mobile apps in upcoming months.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>An open standard for generative UI is exactly what the ecosystem needs. Having 10K+ developers already using this through Thesys gives it real momentum. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@handuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@handuo<\/a> thanks for the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the launch Parikshit. Rethinking the structure behind generative UI instead of just patching the problems with JSON is a smart move, and the focus on speed and reliability is exciting to see. Looking forward to seeing how the community builds with OpenUI.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#5<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/4PUWSTF5BSC7SH\" class=\"app-title\">Knowlify<\/a><\/p>\n<div class=\"one-liner\">Cursor for Animated Videos<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">236<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Knowlify\u662f\u4e00\u6b3eAI\u89c6\u9891\u5de5\u4f5c\u5ba4\uff0c\u80fd\u5c06\u6587\u6863\uff08\u5982PDF\uff09\u5feb\u901f\u8f6c\u5316\u4e3a\u9ad8\u8d28\u91cf\u3001\u9ad8\u5438\u5f15\u529b\u7684Kurzgesagt\u98ce\u683c\u52a8\u753b\u89e3\u8bf4\u89c6\u9891\uff0c\u4e3b\u8981\u89e3\u51b3\u56e2\u961f\u5728\u89c4\u6a21\u5316\u5236\u4f5c\u9ad8\u7559\u5b58\u7387\u77e5\u8bc6\u89e3\u8bf4\u89c6\u9891\u65f6\u9762\u4e34\u7684\u6548\u7387\u4f4e\u4e0b\u3001\u5185\u5bb9\u67af\u71e5\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/01380e96-2085-4674-8bf5-289f39e0afb6.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/352e407d-266e-4040-9ed5-c237732f9a70.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/6f85c17b-bfff-4e55-b388-7598feeff9c8.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fb26fb9d-c662-4ede-9319-a1c01b58338e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/6f93008e-d6c2-4d62-851d-b45d460318a5.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=8sR3vRXWn8s\"><source src=\"https:\/\/www.youtube.com\/watch?v=8sR3vRXWn8s\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Video<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u89c6\u9891\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6587\u6863\u8f6c\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u89e3\u8bf4<\/span><br \/>\n <span class=\"tag\">\u52a8\u753b\u89c6\u9891<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u6548\u7387\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">Kurzgesagt\u98ce\u683c<\/span><br \/>\n <span class=\"tag\">B2B\u5185\u5bb9\u521b\u4f5c<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u5185\u5bb9\u81ea\u52a8\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u771f\u5b9e\u75db\u70b9\uff0c\u98ce\u683c\u72ec\u7279\u3002\u6838\u5fc3\u53cd\u9988\u96c6\u4e2d\u5728\uff1a1. \u4ef7\u683c\u6602\u8d35\uff0c\u6210\u672c\u8ba1\u7b97\u65b9\u5f0f\u5f15\u53d1\u7591\u8651\uff1b2. \u5bf9PPT\u652f\u6301\u3001\u9ad8\u5ea6\u5b9a\u5236\u5316\uff08\u5982\u81ea\u5b9a\u56fe\u50cf\u3001\u63a7\u5236\u53d9\u4e8b\u6838\u5fc3\uff09\u7684\u9700\u6c42\uff1b3. \u8be2\u95ee\u6280\u672f\u7ec6\u8282\uff08\u5982\u751f\u6210\u65f6\u95f4\u3001\u89c6\u89c9\u751f\u6210\u65b9\u5f0f\u3001AI\u89c4\u5212\u5668\u903b\u8f91\uff09\uff1b4. \u671f\u5f85\u5176\u5728\u4e0d\u540c\u5782\u76f4\u9886\u57df\u7684\u5e94\u7528\u6548\u679c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Knowlify\u7684\u5b9a\u4f4d\u7cbe\u51c6\u4e14\u9887\u5177\u91ce\u5fc3\uff0c\u5b83\u6ca1\u6709\u9677\u5165\u201cAI\u6570\u5b57\u4eba\u201d\u6216\u201c\u52a8\u6001PPT\u201d\u8fd9\u4e24\u4e2a\u5df2\u663e\u75b2\u6001\u7684\u7ade\u4e89\u7ea2\u6d77\uff0c\u800c\u662f\u951a\u5b9a\u4e86\u201c\u77e5\u8bc6\u7559\u5b58\u201d\u8fd9\u4e00\u66f4\u9ad8\u9636\u7684\u76ee\u6807\uff0c\u5e76\u806a\u660e\u5730\u501f\u7528\u4e86\u5df2\u88ab\u5e02\u573a\u9a8c\u8bc1\u7684Kurzgesagt\u52a8\u753b\u98ce\u683c\u4f5c\u4e3a\u8f7d\u4f53\u3002\u8fd9\u4f7f\u5176\u4ece\u5de5\u5177\u5c42\u9762\u8dc3\u5347\u81f3\u201c\u8ba4\u77e5\u6548\u7387\u65b9\u6848\u201d\u5c42\u9762\uff0c\u4ef7\u503c\u4e3b\u5f20\u66f4\u950b\u5229\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u62a4\u57ce\u6cb3\u5e76\u975e\u5355\u7eaf\u7684\u89c6\u9891\u751f\u6210\uff0c\u800c\u5728\u4e8e\u5ba3\u79f0\u7684\u201c\u5b9a\u5236\u5316AI\u89c4\u5212\u5668\u201d\u3002\u8fd9\u6697\u793a\u5b83\u8bd5\u56fe\u7406\u89e3\u6587\u6863\u903b\u8f91\u3001\u91cd\u6784\u53d9\u4e8b\uff0c\u800c\u4e0d\u4ec5\u662f\u89c6\u89c9\u5316\u6587\u672c\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u5c06\u89e3\u51b3\u5185\u5bb9\u521b\u4f5c\u4e2d\u6700\u6838\u5fc3\u7684\u201c\u7b56\u5212\u201d\u73af\u8282\uff0c\u8fd9\u624d\u662f\u5176\u5ba3\u79f0\u201c\u8282\u770190%\u65f6\u95f4\u201d\u7684\u5173\u952e\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u662f\u6700\u5927\u98ce\u9669\u70b9\uff1a\u5f53\u524dAI\u7684\u8bed\u4e49\u7406\u89e3\u548c\u62bd\u8c61\u80fd\u529b\u80fd\u5426\u7a33\u5b9a\u4ea7\u51fa\u903b\u8f91\u4e25\u8c28\u3001\u91cd\u70b9\u7a81\u51fa\u7684\u811a\u672c\uff1f\u7528\u6237\u5173\u4e8e\u201c\u63a7\u5236\u53d9\u4e8b\u6838\u5fc3\u201d\u7684\u7591\u95ee\u76f4\u6307\u8fd9\u4e00\u9ed1\u76d2\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\u6700\u73b0\u5b9e\u7684\u63a3\u8098\u662f\u5b9a\u4ef7\u7b56\u7565\u3002\u9ad8\u6602\u7684\u5355\u7247\u6210\u672c\uff08$150\/5\u5206\u949f\uff09\u867d\u4ee5\u8282\u7701\u4f20\u7edf\u52a8\u753b\u5236\u4f5c\u65f6\u95f4\u548c\u6210\u672c\u4e3a\u8fa9\u62a4\uff0c\u4f46\u4f1a\u76f4\u63a5\u5c06\u9ad8\u9891\u3001\u89c4\u6a21\u5316\u751f\u4ea7\u7684\u6f5c\u5728\u7528\u6237\uff08\u5982\u5185\u5bb9\u8425\u9500\u56e2\u961f\uff09\u62d2\u4e4b\u95e8\u5916\u3002\u8fd9\u66b4\u9732\u4e86\u5176\u4f9d\u8d56\u91cd\u5ea6\u8ba1\u7b97\u8d44\u6e90\u7684\u73b0\u72b6\uff0c\u4e5f\u4f7f\u5176\u5728\u65e9\u671f\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u4f18\u8d28\u5916\u5305\u66ff\u4ee3\u65b9\u6848\u201d\uff0c\u800c\u975e\u53ef\u968f\u610f\u8fed\u4ee3\u3001\u8bd5\u9519\u7684\u5185\u90e8\u751f\u4ea7\u529b\u5de5\u5177\u3002\u80fd\u5426\u5728\u63d0\u5347\u6a21\u578b\u6548\u7387\u7684\u540c\u65f6\u5feb\u901f\u964d\u4f4e\u4ef7\u683c\uff0c\u5c06\u51b3\u5b9a\u5b83\u662f\u6210\u4e3a\u5c0f\u4f17\u7cbe\u54c1\u8fd8\u662f\u5927\u4f17\u7206\u6b3e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cKnowlify\u5c55\u73b0\u4e86\u4e00\u4e2a\u6b63\u786e\u7684\u65b9\u5411\uff1a\u7528AI\u5904\u7406\u521b\u610f\u751f\u4ea7\u4e2d\u7684\u201c\u91cd\u8111\u529b\u201d\u90e8\u5206\uff08\u7b56\u5212\u4e0e\u8bbe\u8ba1\uff09\uff0c\u800c\u975e\u4ec5\u4ec5\u66ff\u4ee3\u201c\u91cd\u52b3\u529b\u201d\u90e8\u5206\uff08\u6e32\u67d3\u4e0e\u526a\u8f91\uff09\u3002\u4f46\u5b83\u6b63\u8d70\u5728\u6280\u672f\u3001\u6210\u672c\u4e0e\u5e02\u573a\u63a5\u53d7\u5ea6\u7684\u94a2\u4e1d\u4e0a\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Knowlify<\/span>\n <\/div>\n<div class=\"comment-content\">Knowlify is an AI video studio that turns docs into premium explainer videos. Built for teams that need consistent, high-impact explainers – faster than traditional production, more engaging than standard AI video tools.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt, I’m Ritam, Co-founder of <strong>Knowlify<\/strong>!<\/p>\n<\/p>\n<p><strong>The Problem:<\/strong><\/p>\n<p>Most people in <strong>2026<\/strong> <strong>don’t<\/strong> <strong>read<\/strong>. Instead, they want to watch an <strong>engaging<\/strong> <strong>video<\/strong> explaining the content. The problem is that there is <strong>no<\/strong> <strong>scalable<\/strong> <strong>way<\/strong> for teams to create<strong> high-quality, highly engaging video content.<\/strong><\/p>\n<\/p>\n<p><strong>Most tools in this space follow one of two flawed approaches:<\/strong><\/p>\n<p>\u274c <strong>Uncanny AI avatars<\/strong> \u2013 They feel robotic, stiff, and instantly disconnect the viewer from the material.<\/p>\n<p>\u274c <strong>Glorified slideshows<\/strong> \u2013 They simply slap text over generic stock footage, completely missing the mark on creativity and engagement.<\/p>\n<\/p>\n<p>From day 1, we set out to <strong>fix<\/strong> these issues. We built <strong>Knowlify<\/strong> with one vision: to make <strong>knowledge<\/strong> so <strong>engaging<\/strong> that <strong>once<\/strong> you click <strong>play<\/strong>, you’re <strong>instantly<\/strong> <strong>hooked<\/strong> for the rest of the video.<\/p>\n<\/p>\n<p><strong>How Knowlify is Different \ud83d\ude80:<\/strong><\/p>\n<p><strong>Knowlify<\/strong> is focused on <strong>maximizing<\/strong> content retention\u2014helping your <strong>audience<\/strong> learn the <strong>most<\/strong> amount of <strong>material<\/strong> in the <strong>shortest<\/strong> amount of time. Instead of <strong>boring<\/strong> <strong>slides<\/strong>, we convert<strong> text, PDFs, and other docs<\/strong> into <strong>engaging<\/strong>, <strong>Kurzgesagt-style <\/strong>animated videos.<\/p>\n<\/p>\n<ul>\n<li>\n<p><strong>Beautiful, educational animations <\/strong>\u2013 We turn dry text and documents into exciting, animated stories that actually communicate complex information in a fun way.<\/p>\n<\/li>\n<li>\n<p><strong>Custom-trained AI models<\/strong> \u2013 We’ve <strong>trained<\/strong> our own <strong>planner<\/strong> and <strong>voiceover<\/strong> models on <strong>proprietary<\/strong> datasets to ensure the <strong>pacing<\/strong>, <strong>tone<\/strong>, and <strong>structure<\/strong> are perfect.<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>Built for creativity<\/strong> \u2013 Most AI tools are <strong>terrible<\/strong> at being <strong>creative<\/strong>. We’ve built an <strong>agentic<\/strong> <strong>system<\/strong> that specifically <strong>thrives<\/strong> on <strong>creative<\/strong> <strong>video production,<\/strong> and it will only get better over time.<\/p>\n<\/li>\n<\/ul>\n<p><strong>Who is this for?<\/strong><\/p>\n<p>Whether you’re a <strong>content manager <\/strong>turning <strong>blog posts<\/strong> into <strong>engaging media<\/strong>, or a <strong>creator<\/strong> building <strong>instructional<\/strong> <strong>content<\/strong> to convey complex information, <strong>Knowlify<\/strong> makes it effortless. The <strong>possibilities<\/strong> are truly <strong>endless<\/strong>.<\/p>\n<\/p>\n<p><strong>Here’s an example tutorial to understand the website better!<\/strong><\/p>\n<p><a href=\"https:\/\/www.youtube.com\/watch?v=ClIyD9JIPd0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Knowlify Tutorial<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>15<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ritam_rana\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritam_rana<\/a> Congrats on the launch! Just a quick q; for B2B content teams scaling LinkedIn carousels or newsletters to video like turning SEO-optimized posts into hooks, what’s one retention hack your custom AI planner uses to keep complex topics punchy under 90 seconds?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ritam_rana\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritam_rana<\/a>  Congrats on the launch, Ritam. The focus on retention is smart. Most tools focus on generating video quickly, but not necessarily making the viewer actually understand or remember the material. The Kurzgesagt style direction is interesting too because that format works well for explaining complex topics. It keeps attention while still teaching something meaningful, which is harder than it looks. <\/p>\n<\/p>\n<p>One thing I am curious about is how much control creators have over the final narrative and pacing. If someone uploads a long article or technical document, can they guide the AI on what the \u201ccore lesson\u201d should be, or does the planner model decide what is most important?<\/p>\n<\/p>\n<p>I could see this being really powerful for turning dense reports or educational material into something people will actually finish watching. Curious how teams are using it so far.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ritam_rana\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritam_rana<\/a> Kurzgesagt-style animation is a high bar to claim ! how much of the visual output is genuinely generative versus templated motion graphics with swapped content?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This solves a real pain point. I’ve tried turning written content into video with other tools and the results always felt like glorified slideshows. The Kurzgesagt-style animations are a much better approach for retention. How long does it take to generate a 3-5 minute explainer from a document?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>9<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@redcat\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@redcat<\/a> Thanks for commenting! For a typical 1-3 minute explainer it usually takes around ~5 minutes to generate the first version.<\/p>\n<\/p>\n<p>You get a step-by-step storyboard view where you can edit the script, visuals, and scenes before the final render. Most people spend a couple extra minutes tweaking the scenes to get it exactly how they want.<\/p>\n<\/p>\n<p>Check out <a href=\"https:\/\/Knowlify.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">Knowlify.com<\/a> to see an example!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would it work with a ppt presentation and how well will it be able to tackle something specific where information is not largely available online or publicly? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@viktorgems\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viktorgems<\/a>  Thank you for your question! Currently, Knowlify supports PDFs and prompting, and we are actively working on adding PowerPoint (PPT) support for a future update.<\/p>\n<p>The platform works best with clear, text-rich PDFs. If a PDF contains mostly screenshots, diagrams, or is visually dense, the results may not be as effective as those from well-structured source material. <\/p>\n<p>For very niche or highly specific topics, the system performs best when the needed information is present in the source material or is available online in some form. Since the model relies on the context it can access, the clearer and more detailed the input, the better the output will be.<\/p>\n<p>You can also add up to five reference images, plan out your video before generating it, and edit the output afterward to refine it further.<\/p>\n<p>We would love for you to check it out and try creating something at <a href=\"https:\/\/create.knowlify.com\/login\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/create.knowlify.com\/login<\/a>.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@viktorgems\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viktorgems<\/a> we are adding this soon as nitish and jon mentioned. out of curiosity, what type of content was in the powerpoint?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Sounds quite interesting. I’ve experienced this problem myself, and as easy as Canva is to create content, it is hard to get started if you are not experienced. I will be testing it soon. Congrats on the launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@diego_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diego_builds<\/a> Awesome! Let us know how it goes. Feel free to share the video as well! Would love to see what you create.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@diego_builds\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@diego_builds<\/a> thanks diego! would love to see what you make with knowlify<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The product works well, but it\u2019s extremely pricey. My 30-second video used 1,200 credits, and generating a 5-minute YouTube video will cost $150. That\u2019s not reasonable at this rate.<\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alsafa_alizada\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alsafa_alizada<\/a> Thanks for the honest feedback. That is completely fair, and we are actively improving pricing as we scale.<\/p>\n<p>Our main focus right now is not just the cost of a single output, but the <strong>impact on production time and throughput<\/strong>. For many teams, the value comes from being able to cut video production time by <strong>up to 90%<\/strong>, go from idea to output much faster, and create significantly more content without the traditional workflow bottlenecks.<\/p>\n<p>That is the lens we are optimizing around today: <strong>time saved, speed to publish, and overall output<\/strong>. As the product scales and infrastructure improves, we expect pricing to come down further over time.<\/p>\n<p>Really appreciate you calling this out. Feedback like this helps us sharpen both the product and the pricing.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>this is one of the greatest product i have ever seen on product hunt this month<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> Haha thank you! Please let me know if you have any questions<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> share your coolest vid with us! we’d love to see how you use it \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> Wow thank you!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Also I\u2019m wondering how you approach pricing given that video generation can be pretty compute-heavy. Do you charge based on usage, or do you bundle it into subscription tiers?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@meghna_vikram\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@meghna_vikram<\/a> pricing is listed on <a href=\"https:\/\/create.knowlify.com\/p\/pricing\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/create.knowlify.com\/p\/pricing<\/a>!<\/p>\n<\/p>\n<p>we basically allow you to buy credits as you please or upgrade to one of our monthly subscriptions, which gives you a bunch of credits for a cheaper price!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Is Knowlify better at specific video styles or does it adapt well to anything? I find most vertical AI tools are great in some scenarios and in others they suck, if there’s a style where Knowlify really shines, worth mentioning!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> hey! animated videos for knowledge-sharing are our strong suit<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mcarmonas\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mcarmonas<\/a> My personal favorites are some 3d and corporate video styles! However really any sort of animated style works well!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the kurzgesagt-style bet is the right call. the uncanny avatar problem has killed more ai video tools than anything else. curious how the pricing evolves – the $150\/5min comment is the main objection you’ll keep hearing. congrats on the launch ritam.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ivo_gospodinov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivo_gospodinov<\/a> Thank you, I really appreciate your input. We chose this approach because, for explainer videos, clarity and consistency are more important than mimicking a human presence on screen. <\/p>\n<p>Regarding pricing, we are focusing on saving time and increasing output. Compared to hiring freelancers or animation studios, our advantage lies in our speed, efficiency, and ability to transform ideas into published videos quickly. As we scale, we expect our pricing to improve further.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ivo_gospodinov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivo_gospodinov<\/a> thank you! i completely agree. i don’t believe avatars are the way for knowledge sharing and that has been our thesis since day 1. <\/p>\n<\/p>\n<p>as for pricing, typical animation studios can charge insane amounts, like $8000 for a 30 sec clip. of course, these are high production, but still a crazy amount. <\/p>\n<\/p>\n<p>for now, our pricing reflects the costs on our side and we anticipate it going lower over time!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>What’s a Kurzgesagt-style? First time hearing it! What’s the reason behind choosing this style? Congrats on the launch,<strong> <\/strong><a href=\"https:\/\/www.producthunt.com\/@ritam_rana\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ritam_rana\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritam_rana<\/a>! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a> Kurzesgat is a very popular Youtuber! He has over 25 million subs and his videos were an inspiration for us when building this product<\/p>\n<\/p>\n<p>check them out here: <a href=\"https:\/\/www.youtube.com\/@kurzgesagt\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.youtube.com\/@kurzgesagt<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ritam_rana\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritam_rana<\/a>  <a href=\"https:\/\/www.producthunt.com\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a> Thank you! “Kurzgesagt” is a YouTube channel that does story-telling based animated videos that have a distinctive artstyle. People love that art style, as do we, so we implemented a version of that into our platform!<\/p>\n<p>Try it out for yourself!: <a href=\"https:\/\/create.knowlify.com\/p\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/create.knowlify.com\/p<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ritam_rana\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ritam_rana<\/a>  <a href=\"https:\/\/www.producthunt.com\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a> He is one of my childhood favorite YouTubers! We wanted to mimic his engaging style of content when making our own videos!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>ok so basically AI creates animations and voiceover and puts them on top of each other? What tech do you use for voiceover?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davitausberlin\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davitausberlin<\/a> Yep! The abstraction layer we’ve built on top of AI Video Tools is what makes us unique. 11labs is used for the voiceover.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Been looking for something like this, well done<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ishaan_sehgal\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ishaan_sehgal<\/a> thank you and glad to hear you finally found a solution!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Thid idea will work well with older teams that have a lot of information stuck on PDFs, and need a way to quickly make that content for marketing. I think of old traditional organizations such as governments, that want to communicate on their website what a certain application process looks like, or best practices. <\/p>\n<p>The product idea is good, here is how the features worked for me:<\/p>\n<p>– Voiceover: I uploaded a document on questions that you can ask to a designer when you start a project, and it gave me a voiceover about meal prepping.<br \/>– The storyboarding features worked really well. It simple enough to be able to just modify the prompt that creates the image, then change the colours if necessary. However, in a world that everything looks AI generated it could be nice to replace the image with something else the user already has saved. Could defeat the purpose, but that’s a quick modification i think would be useful for my own process, so that I can customize outside of the platform then come back.<br \/>– Took about 20 minutes to make the video.<\/p>\n<p>Lovely tool with a lot of potential for legacy boomer clients.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mason_mcintosh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mason_mcintosh<\/a> Thank you so much for your thoughtful feedback. You are absolutely right that this tool can be particularly beneficial for older teams and traditional organizations that have valuable information buried in PDFs and need to quickly transform it into clear marketing or communication content. Government and process-driven use cases are excellent examples of this.<\/p>\n<p>I also appreciate you bringing up the voiceover issue. That experience was unintended, and we are actively working to improve consistency between the source material and the generated output.<\/p>\n<p>I\u2019m glad to hear the storyboarding feature worked well for you. You made an excellent point about being able to swap in your own saved visuals; that kind of flexibility would be very valuable for teams seeking more customization and greater brand control.<\/p>\n<p>It\u2019s also fantastic to know you were able to produce a finished video in about 20 minutes. That speed is a significant part of the value we aim to provide.<\/p>\n<p>Thanks once again for trying Knowlify and for your detailed feedback. It genuinely helps us improve.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mason_mcintosh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mason_mcintosh<\/a> Thank you for the detailed feedback Mason! Your suggestion on inserting an existing image you want is a good idea, I’m adding that to our “TODO” list!<\/p>\n<p>Feel free to send the link to the video or share the editor with us (would love to see what video you made)! My email is <a href=\"mailto:jonathan@knowlify.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">jonathan@knowlify.com<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mason_mcintosh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mason_mcintosh<\/a> i appreciate the feedback. we’ve worked hard on the user experience so we can limit the amount of time to make a good video. <\/p>\n<\/p>\n<p>as for using your own images, i believe that might work via the reference image tool by uploading it into the chatbox. this is still a feature in progress, so let us know your thoughts \ud83d\ude42 <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Truly the curse of society’s shortening attention span. This feels like a really great idea to deploy for onboarding or explaining complex ideas. Given that AI has limitations when it comes to how much context can be retained, is there a maximize “size” that a PDF should be limited to when it comes to creating these explainer videos?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lienchueh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lienchueh<\/a> Thank you and really appreciate the insight! For PDFs, the current maximum size is 50MB or 50 pages for a video!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">You mention custom-trained \u201cplanner\u201d and voiceover models. In practice, what does the planner optimize for (learning outcomes, narrative flow, visual density, timing), and how do you let teams steer or lock decisions so outputs are consistent across a whole library?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The example in the video looks solid, but I’m curious – how consistent is the quality across different art styles? Some tools nail one look and fall apart on everything else. Which styles work best right now and which ones are still rough?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi folks, congrats on the launch!<\/p>\n<p>Your tool looks like it could fit nicely into my workflow. I regularly work with quarterly +100 pages data reports.<\/p>\n<p>Does your system support analyzing documents of that size?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mike_sykulski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mike_sykulski<\/a> <\/p>\n<\/p>\n<p>hey mike! we’ll make sure it works with those types of reports. <\/p>\n<\/p>\n<p>how about we hop on a call and figure out how we can help?<\/p>\n<\/p>\n<p>feel free to book here: <a href=\"https:\/\/meetings-na2.hubspot.com\/knowlify\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/meetings-na2.hubspot.com\/knowlify<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#6<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/Y6CH7OCTVMEEHE\" class=\"app-title\">Gemini Embedding 2<\/a><\/p>\n<div class=\"one-liner\">Google’s first natively multimodal embedding model<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">229<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Google\u9996\u4e2a\u539f\u751f\u591a\u6a21\u6001\u5d4c\u5165\u6a21\u578b\uff0c\u901a\u8fc7\u5c06\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u3001\u97f3\u9891\u548c\u6587\u6863\u6620\u5c04\u5230\u7edf\u4e00\u7684\u5411\u91cf\u7a7a\u95f4\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u6784\u5efa\u8de8\u5a92\u4f53\u68c0\u7d22\u4e0e\u5206\u7c7b\u7cfb\u7edf\u65f6\u9700\u6574\u5408\u591a\u4e2a\u72ec\u7acb\u6a21\u578b\u548c\u5904\u7406\u6d41\u7a0b\u7684\u590d\u6742\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7c5bf32d-6083-4f7a-b0e5-8f58c59635b0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/44a47302-24de-4018-ae22-b7fe21859e22.webp?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/b3528b35-6167-4c51-bc41-28e611849e81.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/oeJIXiUwhDY\"><source src=\"https:\/\/youtu.be\/oeJIXiUwhDY\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Development<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u591a\u6a21\u6001AI<\/span><br \/>\n <span class=\"tag\">\u5d4c\u5165\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u5411\u91cf\u6570\u636e\u5e93<\/span><br \/>\n <span class=\"tag\">\u8de8\u6a21\u6001\u68c0\u7d22<\/span><br \/>\n <span class=\"tag\">\u8bed\u4e49\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u8c37\u6b4c\u4e91AI<\/span><br \/>\n <span class=\"tag\">\u673a\u5668\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">RAG\u7cfb\u7edf<\/span><br \/>\n <span class=\"tag\">\u4eba\u5de5\u667a\u80fd\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u7edf\u4e00\u8868\u5f81\u5b66\u4e60<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u7edf\u4e00\u591a\u6a21\u6001\u5d4c\u5165\u7684\u7a81\u7834\u6027\u4ef7\u503c\uff0c\u80fd\u6781\u5927\u7b80\u5316\u8de8\u6a21\u6001\u68c0\u7d22\u548cRAG\u7cfb\u7edf\u6784\u5efa\u3002\u540c\u65f6\uff0c\u6709\u5177\u4f53\u573a\u666f\u7684\u5f00\u53d1\u8005\u63d0\u51fa\u4e86\u5bf9\u97f3\u9891\u5d4c\u5165\u5728\u77ed\u65f6\u3001\u5608\u6742\u73af\u5883\u4e2d\u5b9e\u9645\u6548\u679c\u7684\u7591\u95ee\uff0c\u5e76\u5e0c\u671b\u6d4b\u8bd5\u5176\u6027\u80fd\u8fb9\u754c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Gemini Embedding 2\u7684\u53d1\u5e03\uff0c\u4e0e\u5176\u8bf4\u662f\u4e00\u9879\u6280\u672f\u5347\u7ea7\uff0c\u4e0d\u5982\u8bf4\u662f\u8c37\u6b4c\u5bf9AI\u57fa\u7840\u8bbe\u65bd\u5c42\u4e00\u6b21\u6df1\u601d\u719f\u8651\u7684\u6218\u7565\u6574\u5408\u3002\u5176\u771f\u6b63\u7684\u950b\u8292\uff0c\u5e76\u975e\u7b80\u5355\u7684\u201c\u652f\u6301\u591a\u6a21\u6001\u201d\uff0c\u800c\u5728\u4e8e\u201c\u539f\u751f\u201d\u4e0e\u201c\u7edf\u4e00\u201d\u8fd9\u4e24\u4e2a\u8bcd\u3002\u5f53\u524d\u4e1a\u754c\u7684\u666e\u904d\u5b9e\u8df5\u662f\u5c06\u4e0d\u540c\u6a21\u6001\u7684\u6570\u636e\u901a\u8fc7\u5404\u81ea\u72ec\u7acb\u7684\u6a21\u578b\uff08\u5982CLIP\u7528\u4e8e\u56fe\u6587\uff0cWhisper\u7528\u4e8e\u97f3\u9891\u8f6c\u5f55\uff09\u8f6c\u5316\u4e3a\u5411\u91cf\uff0c\u518d\u8d39\u529b\u5730\u62fc\u51d1\u5230\u4e00\u4e2a\u8fd1\u4f3c\u7a7a\u95f4\u4e2d\u8fdb\u884c\u8fd0\u7b97\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u5145\u6ee1\u4e86\u5de5\u7a0b\u4e0a\u7684\u80f6\u6c34\u4ee3\u7801\u3001\u7cbe\u5ea6\u635f\u5931\u548c\u534f\u540c\u96be\u9898\u3002Gemini Embedding 2\u76f4\u63a5\u91dc\u5e95\u62bd\u85aa\uff0c\u8bd5\u56fe\u4ece\u5e95\u5c42\u63d0\u4f9b\u4e00\u4e2a\u201c\u539f\u5b50\u5316\u201d\u7684\u7edf\u4e00\u8bed\u4e49\u7a7a\u95f4\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5b83\u7684\u4ef7\u503c\u5fc5\u987b\u653e\u5728\u4e24\u4e2a\u7ef4\u5ea6\u5ba1\u89c6\uff1a\u4e00\u662f\u6548\u7387\u4e0e\u6210\u672c\uff0c\u5f00\u53d1\u8005\u5f97\u4ee5\u7528\u5355\u4e00API\u8c03\u7528\u66ff\u4ee3\u590d\u6742\u7684\u591a\u6a21\u578bPipeline\uff0c\u964d\u4f4e\u4e86\u7cfb\u7edf\u590d\u6742\u5ea6\u548c\u7ef4\u62a4\u6210\u672c\uff1b\u4e8c\u662f\u80fd\u529b\u8fb9\u754c\uff0c\u539f\u751f\u591a\u6a21\u6001\u5d4c\u5165\u53ef\u80fd\u89e3\u9501\u5168\u65b0\u7684\u5e94\u7528\u8303\u5f0f\u3002\u4f8b\u5982\uff0c\u8bc4\u8bba\u4e2d\u63d0\u5230\u7684\u201c\u65e0\u9700\u8f6c\u5f55\u7684\u97f3\u9891\u5d4c\u5165\u201d\uff0c\u5176\u610f\u4e49\u8fdc\u4e0d\u6b62\u4e8e\u964d\u4f4e\u5ef6\u8fdf\u3002\u5b83\u610f\u5473\u7740\u6a21\u578b\u80fd\u76f4\u63a5\u6355\u6349\u8bed\u97f3\u4e2d\u7684\u97f5\u5f8b\u3001\u60c5\u7eea\u7b49\u8d85\u6587\u672c\u4fe1\u606f\uff0c\u8fd9\u4e9b\u4fe1\u606f\u5728\u8f6c\u5f55\u4e3a\u6587\u5b57\u65f6\u5df2\u6c38\u4e45\u4e22\u5931\u3002\u8fd9\u5bf9\u4e8e\u60c5\u611f\u5206\u6790\u3001\u5185\u5bb9\u5b89\u5168\u6216\u66f4\u7ec6\u817b\u7684\u4ea4\u4e92\u4f53\u9a8c\u81f3\u5173\u91cd\u8981\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u638c\u58f0\u4e4b\u4e0b\u9700\u5b58\u51b7\u601d\u8003\u3002\u9996\u5148\uff0c\u201c\u7edf\u4e00\u7a7a\u95f4\u201d\u7684\u8d28\u91cf\u662f\u6700\u5927\u95ee\u53f7\u3002\u5c06\u6587\u672c\u3001\u56fe\u50cf\u3001\u89c6\u9891\u3001\u97f3\u9891\u7684\u8bed\u4e49\u5f3a\u884c\u5bf9\u9f50\uff0c\u662f\u5426\u4f1a\u5e26\u6765\u201c\u7ef4\u5ea6\u8bc5\u5492\u201d\uff1f\u5373\u5728\u67d0\u4e9b\u6a21\u6001\uff08\u5982\u56fe\u50cf\u5206\u7c7b\uff09\u4e0a\u7684\u7cbe\u5ea6\uff0c\u662f\u5426\u4f1a\u4e3a\u4e86\u8de8\u6a21\u6001\u5bf9\u9f50\u800c\u505a\u51fa\u727a\u7272\uff1f\u8fd9\u9700\u8981\u4e25\u683c\u7684\u57fa\u51c6\u6d4b\u8bd5\u6765\u9a8c\u8bc1\u3002\u5176\u6b21\uff0c\u4f5c\u4e3a\u95ed\u6e90\u7684\u4e91API\uff0c\u5b83\u8fdb\u4e00\u6b65\u5f3a\u5316\u4e86\u5f00\u53d1\u8005\u5bf9\u8c37\u6b4cAI\u57fa\u7840\u8bbe\u65bd\u7684\u4f9d\u8d56\uff0c\u6a21\u578b\u7684\u9ed1\u7bb1\u7279\u6027\u53ef\u80fd\u8ba9\u5176\u5728\u67d0\u4e9b\u5bf9\u53ef\u89e3\u91ca\u6027\u6709\u8981\u6c42\u7684\u573a\u666f\u4e2d\u53d7\u963b\u3002\u6700\u540e\uff0c\u90a3\u4e2a\u5173\u4e8e\u201c\u77ed\u65f6\u5608\u6742\u97f3\u9891\u201d\u7684\u8bc4\u8bba\u76f4\u51fb\u8981\u5bb3\uff1a\u8fd9\u7c7b\u6a21\u578b\u901a\u5e38\u5728\u5e72\u51c0\u3001\u6807\u51c6\u7684\u5b9e\u9a8c\u5ba4\u6570\u636e\u4e0a\u8868\u73b0\u60ca\u8273\uff0c\u4f46\u5728\u771f\u5b9e\u4e16\u754c\u7684\u6df7\u4e71\u4e0e\u566a\u58f0\u4e2d\uff0c\u5176\u9c81\u68d2\u6027\u624d\u662f\u771f\u6b63\u7684\u8bd5\u91d1\u77f3\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u800c\u8a00\u4e4b\uff0cGemini Embedding 2\u662f\u4e00\u6b21\u91cd\u8981\u7684\u57fa\u7840\u8bbe\u65bd\u8dc3\u8fdb\uff0c\u5b83\u63cf\u7ed8\u4e86\u591a\u6a21\u6001AI\u8d70\u5411\u5de5\u7a0b\u5316\u3001\u5e73\u6c11\u5316\u7684\u6e05\u6670\u8def\u5f84\u3002\u4f46\u5b83\u5e76\u975e\u4e07\u80fd\u94a5\u5319\uff0c\u5176\u5b9e\u9645\u7edf\u6cbb\u529b\u5c06\u53d6\u51b3\u4e8e\u5b83\u5728\u5177\u4f53\u3001\u5608\u6742\u7684\u73b0\u5b9e\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\u8868\u73b0\uff0c\u4ee5\u53ca\u5f00\u53d1\u8005\u662f\u5426\u613f\u610f\u5c06\u6838\u5fc3\u7684\u5d4c\u5165\u5c42\u201c\u9501\u201d\u5728\u8c37\u6b4c\u7684\u751f\u6001\u4e4b\u4e2d\u3002\u5b83\u62c9\u5f00\u4e86\u4e0b\u4e00\u4ee3AI\u5e94\u7528\u7ade\u4e89\u7684\u5e8f\u5e55\uff0c\u4f46\u6bd4\u8d5b\u624d\u521a\u521a\u5f00\u59cb\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Gemini Embedding 2<\/span>\n <\/div>\n<div class=\"comment-content\">Gemini Embedding 2 is Google’s first natively multimodal embedding model that maps text, images, video, audio and documents into a single embedding space, enabling multimodal retrieval and classification across different types of media and it\u2019s available now in public preview.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Gemini Embedding 2<\/strong> is Google’s first natively multimodal embedding model, designed to map text, images, video, audio, and documents into a single embedding space.<\/p>\n<\/p>\n<p>Most embedding pipelines today are fragmented… developers often need separate models and preprocessing steps (like audio transcription or image captioning) before generating embeddings. Gemini Embedding 2 simplifies this by handling multiple modalities directly and enabling multimodal retrieval, classification, and semantic search from one unified model.<\/p>\n<\/p>\n<p><strong>Key features:<\/strong><\/p>\n<ul>\n<li>\n<p>Multimodal embeddings for text, images, video, audio, and PDFs<\/p>\n<\/li>\n<li>\n<p>Up to 8192 tokens for text, 6 images per request, 120s video, and 6-page PDFs<\/p>\n<\/li>\n<li>\n<p>Native audio embeddings without transcription<\/p>\n<\/li>\n<li>\n<p>Supports 100+ languages<\/p>\n<\/li>\n<li>\n<p>Interleaved multimodal inputs (e.g., text + image together)<\/p>\n<\/li>\n<li>\n<p>Flexible embedding dimensions with Matryoshka Representation Learning (3072 \u2192 768)<\/p>\n<\/li>\n<\/ul>\n<p><strong>Why this matters: <\/strong>Developers can build RAG systems, semantic search, sentiment analysis, clustering, and multimodal retrieval much more easily with a single embedding model that understands different media types together.<\/p>\n<\/p>\n<p><strong>Who it\u2019s for: <\/strong>AI developers, ML engineers, and teams building search, assistants, knowledge bases, and multimodal AI applications.<\/p>\n<\/p>\n<p>If you\u2019re building the next generation of multimodal AI experiences, this is definitely worth exploring. <\/p>\n<\/p>\n<p>I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>A natively multimodal embedding model that maps text, images, video, and audio into the same space is a big deal. Most embedding approaches still treat modalities separately, which creates friction when you want to do cross-modal search or retrieval. This should make building multimodal RAG systems much more straightforward.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The native audio embeddings without transcription step is the part I want to test first. We log food via voice in FuelOS and always pre-transcribe before any semantic matching, which adds latency and a failure point. Does the audio embedding quality hold up for short, noisy clips (5-15 seconds) or is it optimized more for longer-form content?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#7<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/2RLIEWE5NGATNH\" class=\"app-title\">Firecrawl CLI<\/a><\/p>\n<div class=\"one-liner\">The complete web data toolkit for AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">177<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3aAI\u667a\u80fd\u4f53\u4e0e\u5f00\u53d1\u8005\u8bbe\u8ba1\u7684\u547d\u4ee4\u884c\u5de5\u5177\uff0c\u901a\u8fc7\u63d0\u4f9b\u7f51\u9875\u6293\u53d6\u3001\u641c\u7d22\u548c\u6d4f\u89c8\u7684\u4e00\u4f53\u5316\u65b9\u6848\uff0c\u89e3\u51b3\u4e86\u667a\u80fd\u4f53\u83b7\u53d6\u53ef\u9760\u3001\u7ed3\u6784\u5316\u7f51\u7edc\u6570\u636e\u65f6\u9047\u5230\u7684JS\u7ad9\u70b9\u517c\u5bb9\u6027\u5dee\u548c\u4e0a\u4e0b\u6587\u4ee4\u724c\u6d6a\u8d39\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/97a311ff-b317-4315-bc90-5bf01ba72feb.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/43d6bc6b-cfea-4846-b6e4-dc8c09c12c2c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/2d37230b-3517-43a6-9060-d89ebb46af45.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=lBOkbKf0iLo\"><source src=\"https:\/\/www.youtube.com\/watch?v=lBOkbKf0iLo\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u667a\u80fd\u4f53\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u7f51\u9875\u6570\u636e\u6293\u53d6<\/span><br \/>\n <span class=\"tag\">\u547d\u4ee4\u884c\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6570\u636e\u63d0\u53d6<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u7f51\u7edc\u722c\u866b<\/span><br \/>\n <span class=\"tag\">\u5e02\u573a\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">\u7814\u53d1\u8d4b\u80fd<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86AI\u667a\u80fd\u4f53\u83b7\u53d6\u53ef\u9760\u7f51\u7edc\u6570\u636e\u7684\u6838\u5fc3\u75db\u70b9\uff0c\u8d5e\u8d4f\u5176\u6587\u4ef6\u5316\u4e0a\u4e0b\u6587\u7ba1\u7406\u548c\u4ee4\u724c\u9ad8\u6548\u6027\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\uff1a1. \u5982\u4f55\u5904\u7406\u53cd\u722c\u548c\u7ed3\u6784\u591a\u53d8\u7684\u7f51\u7ad9\uff1b2. \u5bf9Next.js\u7b49\u5ba2\u6237\u7aef\u6e32\u67d3\u7ad9\u70b9\u7684\u652f\u6301\u7ec6\u8282\uff1b3. \u662f\u5426\u6709\u73b0\u6210\u7684\u6280\u80fd\u6a21\u677f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Firecrawl CLI\u7684\u53d1\u5e03\uff0c\u76f4\u6307\u5f53\u524dAI\u667a\u80fd\u4f53\u5f00\u53d1\u4e2d\u6700\u201c\u810f\u7d2f\u6d3b\u201d\u5374\u81f3\u5173\u91cd\u8981\u7684\u73af\u8282\u2014\u2014\u9ad8\u8d28\u91cf\u3001\u9ad8\u53ef\u9760\u6027\u7684\u5916\u90e8\u6570\u636e\u63a5\u5165\u3002\u5176\u5ba3\u79f0\u7684\u201c\u8d85\u8d8aClaude\u539f\u751f\u6293\u53d680%\u8986\u76d6\u7387\u201d\u548c\u201c\u6700\u5927\u4ee4\u724c\u6548\u7387\u201d\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u6311\u6218\u4e00\u4e2a\u884c\u4e1a\u5171\u8bc6\uff1a\u5373\u5927\u6a21\u578b\u667a\u80fd\u4f53\u7684\u80fd\u529b\u8fb9\u754c\uff0c\u6b63\u4ece\u7eaf\u4ee3\u7801\u4e0e\u5185\u90e8\u6570\u636e\u63a8\u7406\uff0c\u8f6c\u5411\u4e0e\u52a8\u6001\u3001\u6df7\u4e71\u7684\u771f\u5b9e\u4e16\u754c\u7f51\u7edc\u6570\u636e\u53ef\u9760\u4ea4\u4e92\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u5c06\u201c\u6293\u53d6\u3001\u641c\u7d22\u3001\u6d4f\u89c8\u201d\u4e09\u5408\u4e00\uff0c\u5e76\u8f93\u51fa\u6e05\u6d01Markdown\/JSON\uff0c\u5176\u771f\u6b63\u4ef7\u503c\u5e76\u975e\u529f\u80fd\u5806\u780c\uff0c\u800c\u5728\u4e8e\u8bd5\u56fe\u4e3a\u667a\u80fd\u4f53\u5efa\u7acb\u4e00\u5957\u6807\u51c6\u5316\u7684\u201c\u7f51\u7edc\u611f\u5b98\u201d\u4e0e\u201c\u4fe1\u606f\u6d88\u5316\u7cfb\u7edf\u201d\u3002\u6587\u4ef6\u7cfb\u7edf\u4f5c\u4e3a\u4ea4\u4e92\u4e2d\u4ecb\u7684\u8bbe\u8ba1\u5c24\u4e3a\u5de7\u5999\uff0c\u5b83\u907f\u5f00\u4e86\u8ba9\u667a\u80fd\u4f53\u76f4\u63a5\u5904\u7406\u539f\u59cbHTML\u7684\u590d\u6742\u6027\uff0c\u5c06\u6570\u636e\u9884\u5904\u7406\u548c\u7ed3\u6784\u5316\u8fd9\u4e00\u9ad8\u4e0d\u786e\u5b9a\u6027\u4efb\u52a1\u4ece\u667a\u80fd\u4f53\u63a8\u7406\u94fe\u4e2d\u5265\u79bb\uff0c\u8f6c\u5316\u4e3a\u76f8\u5bf9\u786e\u5b9a\u7684\u73af\u5883\u64cd\u4f5c\uff08\u6587\u4ef6\u8bfb\u5199\uff09\uff0c\u8fd9\u63d0\u5347\u4e86\u667a\u80fd\u4f53\u884c\u52a8\u7684\u53ef\u9760\u6027\u4e0e\u53ef\u9884\u6d4b\u6027\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u8003\u9a8c\u540c\u6837\u4e25\u5cfb\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u53cd\u722c\u4e0e\u52a8\u6001\u7ad9\u70b9\u7684\u7591\u95ee\uff0c\u6b63\u662f\u5176\u5546\u4e1a\u4e0e\u6280\u672f\u62a4\u57ce\u6cb3\u6240\u5728\u3002\u82e5\u5176\u4e91\u6d4f\u89c8\u5668\u65b9\u6848\u80fd\u7a33\u5b9a\u7ed5\u8fc7\u4e3b\u6d41\u53cd\u722c\u673a\u5236\u5e76\u9ad8\u6548\u5904\u7406SPA\uff0c\u5b83\u5c06\u4ece\u4e00\u4e2a\u201c\u597d\u7528\u5de5\u5177\u201d\u5347\u7ea7\u4e3a\u201c\u5173\u952e\u57fa\u7840\u8bbe\u65bd\u201d\u3002\u4f46\u8fd9\u4e5f\u610f\u5473\u7740\u6301\u7eed\u7684\u9ad8\u5bf9\u6297\u6027\u6280\u672f\u6295\u5165\u548c\u6f5c\u5728\u7684\u6cd5\u5f8b\u7070\u8272\u5730\u5e26\u98ce\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cFirecrawl CLI\u4ee3\u8868\u4e86AI\u5de5\u7a0b\u5316\u6f14\u8fdb\u7684\u4e00\u4e2a\u52a1\u5b9e\u65b9\u5411\uff1a\u4e0e\u5176\u4e00\u5473\u8ffd\u6c42\u6a21\u578b\u89c4\u6a21\u7684\u5b8f\u5927\u53d9\u4e8b\uff0c\u4e0d\u5982\u6df1\u8015\u5982\u4f55\u8ba9\u73b0\u6709\u6a21\u578b\u66f4\u53ef\u9760\u3001\u66f4\u7ecf\u6d4e\u5730\u5229\u7528\u73b0\u6709\u7f51\u7edc\u4fe1\u606f\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u6280\u672f\u6df1\u5ea6\u80fd\u5426\u652f\u6491\u8d77\u5176\u627f\u8bfa\u7684\u201c\u53ef\u9760\u6027\u201d\uff0c\u4ee5\u53ca\u80fd\u5426\u5728\u5f00\u53d1\u8005\u4e2d\u5f62\u6210\u5904\u7406\u7f51\u7edc\u6570\u636e\u7684\u201c\u4e8b\u5b9e\u6807\u51c6\u201d\u5de5\u4f5c\u6d41\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Firecrawl CLI<\/span>\n <\/div>\n<div class=\"comment-content\">Firecrawl CLI is an all-in-one toolkit for scraping, searching, and browsing the web. Built for AI agents and developers, it delivers clean, reliable data with maximum token efficiency – outperforming native Claude Code fetch with >80% coverage.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunt! \ud83d\udc4b Eric here. <\/p>\n<p>We launched Firecrawl CLI, your agent\u2019s complete web data toolkit. <\/p>\n<p>Every developer building with agents eventually hits the same wall, reliable web data access. <\/p>\n<p>Most tools break on JavaScript-heavy sites or dump entire pages into context, wasting tokens and slowing down reasoning.<\/p>\n<p>Firecrawl CLI fixes that.<\/p>\n<p>It gives agents a unified interface to: <br \/>– scrape pages into clean Markdown or JSON<br \/>– search and return complete results in one step<br \/>– browse interactive or gated pages through a cloud browser<br \/>– crawl and map entire sites for structured coverage<\/p>\n<p>Firecrawl CLI uses a file-based approach for context management, so results are written to the filesystem and agents can use bash methods for efficient search and retrieval.<\/p>\n<p>To install it, just run:<br \/>$ npx -y -cli@latest init –all –browser<\/p>\n<p>Once installed, your agent knows how to get live web data whenever it needs it.<\/p>\n<p>Real use cases:<br \/>– Enrich AI agents and knowledge bases with live, structured web data for more accurate reasoning and responses<br \/>– Power deep research workflows by collecting verifiable sources, documentation, and papers across the web<br \/>– Automate data and market intelligence gathering – tracking competitors, product updates, and industry trends in real time<br \/>– Capture information from dynamic or login-gated sites to access data hidden behind dashboards, forms, and authenticated workflows.<\/p>\n<p>Works with all popular harnesses like Claude Code, Codex, and OpenCode.<\/p>\n<p>You can try it now: <a href=\"https:\/\/docs.firecrawl.dev\/sdks\/cli\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/docs.firecrawl.dev\/sdks\/cli<\/a><\/p>\n<p>We\u2019d love to hear what you build with it!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Oh woow, that was the missing brick to my OpenClaw setup.<br \/>\nDo you have a ready skill.md ?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@bengeekly\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@bengeekly<\/a> We do!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Reliable web data access is definitely one of the biggest pain points when building agents. The idea of returning clean structured data instead of dumping full pages into context makes a lot of sense. How does Firecrawl CLI handle sites that actively block scraping or frequently change their structure?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>am planning to switch from stagehand to this after this launch amazing <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Actively using Firecrawl via MCP and will be happy to try CLI! Thanks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats on the Firecrawl CLI launch, <a href=\"https:\/\/www.producthunt.com\/@ericciarla\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"ericciarla\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ericciarla<\/a>! 91K stars is a testament to the reliability you’ve built. I like the “File-Based Approach” for context management. Essential tool for the 2026 stack.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the file-based approach for context management is such a smart design choice. been building agents that need web data and the biggest headache is always getting clean output without burning tokens on garbage html. curious how the cloud browser handles sites with heavy client-side rendering tho, like SPAs built on next.js or similar?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> Thank you! It handles heavy client side sites very well – that is the exact reason we built it to complement and extend scrape \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Awesome project! shared with our dev team \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Sweet – ty!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Having reliable web data extraction is one of those unglamorous but absolutely critical pieces for AI agents. The fact that most tools break on JS-heavy sites or waste tokens on full page dumps is a real pain point. A CLI that handles scraping, searching, and browsing in one place with clean output is exactly what the agent ecosystem needs. Nice work on the 6th launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@handuo\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@handuo<\/a> Thank you and I would agree 100%<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#8<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/C32EUP6X5WUQGI\" class=\"app-title\">IonRouter <\/a><\/p>\n<div class=\"one-liner\">Serve Any AI Model, Faster & Cheaper<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">169<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>IonRouter \u662f\u4e00\u6b3e\u63d0\u4f9b\u4e0e OpenAI \u517c\u5bb9\u7684 API \u8def\u7531\u670d\u52a1\uff0c\u901a\u8fc7\u81ea\u7814\u7684\u9ad8\u6548\u63a8\u7406\u5f15\u64ce\uff0c\u4ee5\u5e02\u573a\u534a\u4ef7\u3001\u66f4\u4f4e\u5ef6\u8fdf\u8c03\u7528\u591a\u79cd\u4e3b\u6d41\u5f00\u6e90\u6a21\u578b\uff0c\u89e3\u51b3\u4e86\u5f00\u53d1\u8005\u5728\u6784\u5efa\u591a\u6a21\u6001AI\u5e94\u7528\u65f6\u9762\u4e34\u7684\u9ad8\u6210\u672c\u548c\u6027\u80fd\u4f18\u5316\u96be\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/552c21ef-1822-4ac2-b304-f962ebbd8622.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8de71587-53d8-4452-84e5-fe2f271c481a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/045933dc-0ddf-4648-a2a6-09c1d1d4dd80.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/394d5a3a-645d-483e-a45d-5e58b3a823c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3a04352d-a698-47a9-bee0-7bea11b281a5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/27fd4fc4-7f45-4649-841a-e15e826603e4.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/WwCpFF0SMK0\"><source src=\"https:\/\/youtu.be\/WwCpFF0SMK0\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u6a21\u578b\u8def\u7531<\/span><br \/>\n <span class=\"tag\">\u63a8\u7406\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">\u6210\u672c\u524a\u51cf<\/span><br \/>\n <span class=\"tag\">OpenAI\u517c\u5bb9API<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u6001AI<\/span><br \/>\n <span class=\"tag\">\u6a21\u578b\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u57fa\u7840\u8bbe\u65bd\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u9ad8\u6027\u80fd\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">Grace Hopper\u4f18\u5316<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u5bf9\u201c\u534a\u4ef7\u201d\u548c\u4f4e\u5ef6\u8fdf\u8868\u793a\u5f3a\u70c8\u5174\u8da3\uff0c\u5e76\u8be2\u95ee\u6280\u672f\u539f\u7406\u4e0e\u514d\u8d39\u8ba1\u5212\u3002\u6838\u5fc3\u5173\u6ce8\u70b9\u5728\u4e8e\uff1a1. \u6210\u672c\u4e0e\u901f\u5ea6\u5982\u4f55\u517c\u5f97\uff1b2. \u4e0eOpenRouter\u7b49\u7ade\u54c1\u7684\u5dee\u5f02\uff1b3. \u751f\u4ea7\u73af\u5883\u4e0b\u7684\u91cd\u5ea6\u8d1f\u8f7d\u8868\u73b0\u3002\u5f00\u53d1\u8005\u56de\u5e94\u63ed\u793a\u4e86\u5176\u81ea\u7814\u5f15\u64ce\u4e0e\u82af\u7247\u7ea7\u4f18\u5316\u7684\u6280\u672f\u8def\u5f84\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n IonRouter \u7684\u53d9\u4e8b\u6838\u5fc3\u662f\u201c\u534a\u4ef7\u201d\uff0c\u4f46\u8fd9\u6070\u6070\u662f\u5176\u6700\u7280\u5229\u7684\u53cc\u5203\u5251\u3002\u5b83\u5e76\u975e\u7b80\u5355\u7684\u6a21\u578b\u805a\u5408\u5546\uff0c\u800c\u662f\u8bd5\u56fe\u901a\u8fc7\u81ea\u7814\u7684 IonAttention \u63a8\u7406\u5f15\u64ce\uff0c\u5728 NVIDIA Grace Hopper \u8fd9\u4e00\u7279\u5b9a\u786c\u4ef6\u67b6\u6784\u4e0a\u91cd\u6784\u63a8\u7406\u7684\u201cToken\u7ecf\u6d4e\u5b66\u201d\uff0c\u5b9e\u73b0\u786c\u4ef6\u5229\u7528\u7387\u7684\u7a81\u7834\u3002\u5176\u5ba3\u79f0\u7684\u201c\u5355GPU\u591a\u6a21\u578b\u590d\u7528\u4e14\u5207\u6362\u65f6\u95f4<100ms\u201d\uff0c\u76f4\u6307\u5f53\u524d\u4e91\u4e0aAI\u63a8\u7406\u8d44\u6e90\u95f2\u7f6e\u4e0e\u788e\u7247\u5316\u7684\u884c\u4e1a\u75db\u70b9\uff0c\u4ef7\u503c\u5728\u4e8e\u5c06\u63a8\u7406\u4ece\u201c\u7c97\u653e\u7684\u8d44\u6e90\u79df\u8d41\u201d\u8f6c\u5411\u201c\u7cbe\u7ec6\u7684\u6548\u80fd\u8fd0\u8425\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5149\u73af\u4e4b\u4e0b\u7591\u70b9\u91cd\u91cd\u3002\u9996\u5148\uff0c\u5176\u201c\u534a\u4ef7\u201d\u4f18\u52bf\u4e25\u91cd\u7ed1\u5b9a\u4e8e\u5bf9\u7279\u5b9a\uff08\u4e14\u8f83\u65b0\uff09\u82af\u7247\u67b6\u6784\u7684\u6df1\u5ea6\u4f18\u5316\uff0c\u8fd9\u65e2\u662f\u6280\u672f\u58c1\u5792\uff0c\u4e5f\u662f\u751f\u6001\u67b7\u9501\uff0c\u5176\u901a\u7528\u6027\u548c\u53ef\u6301\u7eed\u6027\u6709\u5f85\u89c2\u5bdf\u3002\u5176\u6b21\uff0c\u4f5c\u4e3a\u540e\u6765\u8005\uff0c\u9762\u5bf9 OpenRouter \u7b49\u5df2\u5efa\u7acb\u751f\u6001\u7684\u5bf9\u624b\uff0c\u4ec5\u51ed\u4ef7\u683c\u548c\u901f\u5ea6\u53c2\u6570\u96be\u4ee5\u5f62\u6210\u7edd\u5bf9\u62a4\u57ce\u6cb3\uff0c\u5f00\u53d1\u8005\u793e\u533a\u7684\u4fe1\u4efb\u4e0e\u8fc1\u79fb\u6210\u672c\u662f\u66f4\u9ad8\u95e8\u69db\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u751f\u4ea7\u8d1f\u8f7d\u7684\u62c5\u5fe7\u975e\u5e38\u5173\u952e\u2014\u2014\u5728\u7406\u60f3\u6f14\u793a\u4e0e\u590d\u6742\u3001\u5f02\u6784\u7684\u771f\u5b9e\u751f\u4ea7\u573a\u666f\u4e4b\u95f4\uff0c\u5f80\u5f80\u5b58\u5728\u5de8\u5927\u7684\u201c\u6548\u80fd\u9e3f\u6c9f\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0cIonRouter \u662f\u4e00\u573a\u8c6a\u8d4c\uff1a\u8d4c\u7684\u662f\u4e13\u7528\u786c\u4ef6\uff08Grace Hopper\uff09\u5c06\u6210\u4e3a\u4e3b\u6d41\uff0c\u8d4c\u7684\u662f\u81ea\u7814\u5f15\u64ce\u7684\u4f18\u5316\u5e45\u5ea6\u80fd\u6301\u7eed\u62b5\u6d88\u751f\u6001\u52a3\u52bf\u3002\u5b83\u82e5\u6210\u529f\uff0c\u5c06\u63a8\u52a8AI\u57fa\u7840\u8bbe\u65bd\u5c42\u4ece\u201c\u5806\u7b97\u529b\u201d\u5411\u201c\u69a8\u7b97\u529b\u201d\u7684\u8303\u5f0f\u8f6c\u53d8\u3002\u4f46\u5728\u6b64\u4e4b\u524d\uff0c\u5b83\u5fc5\u987b\u5411\u5e02\u573a\u8bc1\u660e\uff0c\u5176\u201c\u5947\u8ff9\u5f15\u64ce\u201d\u4e0d\u4ec5\u5728\u5b9e\u9a8c\u5ba4\u8dd1\u5206\u4e2d\u9886\u5148\uff0c\u66f4\u80fd\u5728\u5343\u5947\u767e\u602a\u7684\u771f\u5b9e\u4e1a\u52a1\u6d41\u4e2d\uff0c\u7a33\u5b9a\u5730\u4ea4\u4ed8\u201c\u53c8\u5feb\u53c8\u7701\u201d\u7684\u627f\u8bfa\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">IonRouter <\/span>\n <\/div>\n<div class=\"comment-content\">Teams use IonRouter as a drop\u2011in OpenAI-compatible API to hit the best open models for LLMs, vision, video, and TTS at HALF market rate. You can run agents and multi\u2011modal apps, and deploy your finetunes on our fleet while we handle optimization and scaling in the background. Under the hood, IonRouter runs a custom inference engine (IonAttention) built for NVIDIA Grace Hopper, cutting price and latency for your workloads.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey y’all! <a href=\"https:\/\/www.producthunt.com\/@veercumulus\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@veercumulus<\/a> and I are super excited to launch this product showcasing our proprietary IonAttention Engine: <a href=\"https:\/\/cumulus.blog\/ionattention\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/cumulus.blog\/ionattention<\/a><\/p>\n<\/p>\n<p>Now serving Kimi, Minimax, GLM, Qwen 3.5, Wan, and more! Also serving your finetunes \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>13<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@veercumulus\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@veercumulus<\/a>  <a href=\"https:\/\/www.producthunt.com\/@suryaa_rajinikanth\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@suryaa_rajinikanth<\/a> Congrats on the launch \ud83d\ude80<\/p>\n<p>Infrastructure that makes running multiple models cheaper and easier is becoming increasingly important as more teams build AI products. Curious to see how developers use IonRouter in production.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow this would actually be so useful to us. What do you actually use to make it so much cheaper?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>8<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gobhanu_korisepati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gobhanu_korisepati<\/a> Our own proprietary inference engine purpose built for the Grace NVIDIA architecture enables us to get these insane prices & blazing fast speeds.<\/p>\n<\/p>\n<p>Find out more here:<\/p>\n<p><a href=\"https:\/\/cumulus.blog\/ionattention\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/cumulus.blog\/ionattention<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gobhanu_korisepati\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gobhanu_korisepati<\/a> The cost difference is really interesting.<\/p>\n<p>If you can keep latency low while routing across multiple models, that\u2019s a pretty big advantage for teams building AI products at scale. Curious how this performs under heavy production workloads.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congrats team! Let’s goooo!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@charles_ding1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@charles_ding1<\/a> Thanks Charles \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">How does speed compare? That\u2019s what I\u2019m most interested in.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>OpenAI-compatible routing plus lower latency\/cost is super compelling for multi\u2011modal apps. Shared with our dev team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Would love to have y’all on board \ud83d\ude42<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Suryaa, congrats on the launch! Curious what sparked building your own attention engine. Was there a specific limitation you kept hitting with existing inference setups that made you think okay, we need to build this from scratch ourselves?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vouchy\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vouchy<\/a> I think we really wanted better performance and utilization. Tried forking open source solutions and monkey patching but didn’t really work. So we decided to build ground up!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does IonAttention’s custom inference engine achieve half the market rate without compromising model quality or response accuracy?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mordrag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mordrag<\/a> The token economics of our inference engine make it super viable to cut prices! We are able to multiplex models off one single GPU with <100ms of switch time. So our GPUs constantly are serving the models our customers actually want to run. We also have the most optimized engine for the cheaper Grace Hopper chips – more performance and less cost!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Looks promising. Is there a free plan?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey, congrats to your launch. I am wondering what are the main differences of IonRouter as opose to OpenRouter? Still learning about the model infrastructure, renting, deployment etc, so I hope this is not a silly question to ask!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This looks really cool! For someone that hasn’t really worked in this space, can you “explain like I’m 5” and “explain like I’m 16”?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@vincent_jeltsch1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@vincent_jeltsch1<\/a> Hey Vincent! We’ve purpose built an inference engine from scratch for the Grace NVIDIA GPUs, what this has allowed us to do is make breakthroughs in performance & speed for all inference workloads.<\/p>\n<\/p>\n<p>We’ve hosted the most popular models on our pool of GPUs to make available to the public for usage based tokens. Very similar service to openrouter, where you sign up and can use any model you want. You will get faster speeds than any provider on openrouter (Alibaba themselves, Together AI, fireworks, etc). And the best part is you pay half the price! Win-win in all scenarios.<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a71f6edd-162d-4d6f-b666-1239376fc21b.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<p><\/p>\n<\/p>\n<p>Hope this helps.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#9<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ONRQ5PVHZTCBDT\" class=\"app-title\">Citable<\/a><\/p>\n<div class=\"one-liner\">Be in AI answers before your competitors. We do it for you.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">142<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Citable \u662f\u4e00\u6b3e\u4e3a\u4e2d\u5c0f\u4f01\u4e1a\u63d0\u4f9b\u5168\u6258\u7ba1\u5f0fAI\u641c\u7d22\u4f18\u5316\u670d\u52a1\u7684\u5e73\u53f0\uff0c\u901a\u8fc7\u4e13\u4e1a\u7684\u7b56\u7565\u3001\u5185\u5bb9\u521b\u5efa\u4e0e\u5f15\u7528\u6784\u5efa\uff0c\u5e2e\u52a9\u4f01\u4e1a\u5728ChatGPT\u3001Perplexity\u7b49AI\u5bf9\u8bdd\u5f15\u64ce\u7684\u7b54\u6848\u4e2d\u88ab\u63a8\u8350\uff0c\u89e3\u51b3\u5176\u5728AI\u641c\u7d22\u65f6\u4ee3\u54c1\u724c\u66dd\u5149\u4e0d\u8db3\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d7a8fb1c-8575-4871-a43a-5ff68fd02f8e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b8fb980a-6637-44a3-b5aa-44118f33ffde.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/859f77f9-6e7a-4a61-adb2-0c7d753e2085.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ea177468-a38d-49c7-adad-d4b2fe7c232c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/52ca5802-fa0b-4527-b63f-6d70e8dd50c9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/8fa8924c-8572-4502-aa85-21db3e61c757.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/kzozsJgRNH8\"><source src=\"https:\/\/youtu.be\/kzozsJgRNH8\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Search<\/span><br \/>\n <span class=\"tag\">Marketing automation<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u641c\u7d22\u4f18\u5316<\/span><br \/>\n <span class=\"tag\">GEO\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u54c1\u724c\u66dd\u5149<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u8425\u9500<\/span><br \/>\n <span class=\"tag\">\u6258\u7ba1\u5f0f\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u4e2d\u5c0f\u4f01\u4e1a\u8425\u9500<\/span><br \/>\n <span class=\"tag\">AI\u5f15\u7528\u6784\u5efa<\/span><br \/>\n <span class=\"tag\">\u7ade\u4e89\u60c5\u62a5<\/span><br \/>\n <span class=\"tag\">\u8425\u9500\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u83b7\u5ba2\u5f15\u64ce<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u4ea7\u54c1\u65b9\u5411\uff0c\u8ba4\u4e3a\u4ece\u201c\u6392\u540d\u201d\u5230\u201c\u63a8\u7406\u201d\u7684\u641c\u7d22\u8f6c\u53d8\u662f\u5173\u952e\u3002\u6838\u5fc3\u95ee\u9898\u805a\u7126\u4e8e\uff1a1. \u5982\u4f55\u786e\u5b9a\u9ad8\u5f15\u7528\u6982\u7387\u7684\u5185\u5bb9\uff1f2. \u5982\u4f55\u51c6\u786e\u8ffd\u8e2a\u6548\u679c\uff1f3. \u4e0e\u540c\u7c7b\u5de5\u5177\u76f8\u6bd4\u7684\u5dee\u5f02\u5316\uff08\u907f\u514d\u6df7\u4e71\u3001\u5b9e\u73b0\u771f\u6b63\u63d0\u5347\uff09\u3002\u5efa\u8bae\u5173\u6ce8\u6a21\u578b\u6f02\u79fb\u5bf9\u8fdb\u5ea6\u62a5\u544a\u7684\u5f71\u54cd\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Citable \u654f\u9510\u5730\u6293\u4f4f\u4e86\u201c\u641c\u7d22\u8303\u5f0f\u8f6c\u79fb\u201d\u7684\u7126\u8651\u2014\u2014\u5f53\u7b54\u6848\u7531AI\u751f\u6210\u65f6\uff0c\u4f20\u7edf\u7684SEO\u5931\u7075\uff0c\u7ade\u4e89\u5728\u5168\u65b0\u7684\u201c\u5f15\u7528\u6218\u573a\u201d\u4e0a\u91cd\u542f\u3002\u5176\u5ba3\u79f0\u7684\u201c\u670d\u52a1\u5373\u8f6f\u4ef6\u201d\u6a21\u5f0f\uff0c\u672c\u8d28\u662f\u5c06\u4e13\u4e1a\u7684GEO\uff08\u751f\u6210\u5f0f\u5f15\u64ce\u4f18\u5316\uff09\u80fd\u529b\u4ea7\u54c1\u5316\u3001\u8ba2\u9605\u5316\uff0c\u8bd5\u56fe\u4e3a\u65e0\u529b\u96c7\u4f63\u4e13\u804c\u56e2\u961f\u7684\u4e2d\u5c0f\u4f01\u4e1a\u63d0\u4f9b\u201c\u5916\u8111\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7684\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u53c8\u4e00\u4e2a\u201cAI\u641c\u7d22\u6392\u540d\u8ddf\u8e2a\u5668\u201d\uff0c\u800c\u5728\u4e8e\u627f\u8bfa\u4e86\u4ece\u8bca\u65ad\u5230\u6267\u884c\u7684\u95ed\u73af\uff0c\u5e76\u6346\u7ed1\u4e86\u4eba\u529b\u670d\u52a1\u3002\u8fd9\u6233\u4e2d\u4e86\u5f53\u524dAI\u641c\u7d22\u8425\u9500\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u77e5\u9053\u65b9\u5411\u5bb9\u6613\uff0c\u4f46\u751f\u4ea7\u51fa\u80fd\u88abAI\u8bc6\u522b\u5e76\u5f15\u7528\u7684\u9ad8\u8d28\u91cf\u3001\u7ed3\u6784\u5316\u5185\u5bb9\u6781\u96be\u3002\u5176\u63d0\u4f9b\u7684\u201c\u5185\u5bb9\u6620\u5c04\u201d\u3001\u201c\u884c\u52a8\u5f15\u64ce\u201d\u548c\u201c\u535a\u5ba2\u4f18\u5316\u201d\uff0c\u5b9e\u5219\u662f\u5c06\u5185\u5bb9\u7b56\u7565\u4e0e\u5de5\u7a0b\u80fd\u529b\u6253\u5305\u51fa\u552e\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6a21\u5f0f\u9762\u4e34\u53cc\u91cd\u8003\u9a8c\uff1a\u4e00\u662f\u670d\u52a1\u89c4\u6a21\u5316\u4e0e\u8d28\u91cf\u63a7\u5236\u7684\u77db\u76fe\uff0c\u91cd\u5ea6\u4f9d\u8d56\u4eba\u529b\u670d\u52a1\u96be\u4ee5\u5b9e\u73b0\u6307\u6570\u7ea7\u589e\u957f\uff1b\u4e8c\u662fAI\u641c\u7d22\u672c\u8eab\u7684\u4e0d\u7a33\u5b9a\u6027\uff0c\u5404\u5927\u6a21\u578b\u7684\u68c0\u7d22\u4e0e\u5f15\u7528\u903b\u8f91\u6301\u7eed\u6f14\u53d8\uff0c\u4eca\u65e5\u7684\u6709\u6548\u7b56\u7565\u660e\u65e5\u53ef\u80fd\u5931\u6548\u3002\u7528\u6237\u5173\u4e8e\u201c\u6a21\u578b\u6f02\u79fb\u201d\u548c\u201c\u6548\u679c\u8ffd\u8e2a\u201d\u7684\u63d0\u95ee\u76f4\u6307\u8fd9\u4e00\u8f6f\u808b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u957f\u8fdc\u770b\uff0cCitable\u66f4\u50cf\u4e00\u4e2a\u8fc7\u6e21\u671f\u7684\u201c\u62d0\u6756\u201d\u3002\u5b83\u9a8c\u8bc1\u4e86\u5e02\u573a\u5bf9AI\u539f\u751f\u8425\u9500\u670d\u52a1\u7684\u8feb\u5207\u9700\u6c42\uff0c\u4f46\u5176\u62a4\u57ce\u6cb3\u53d6\u51b3\u4e8e\u80fd\u5426\u5c06\u670d\u52a1\u8fc7\u7a0b\u4e2d\u79ef\u7d2f\u7684\u201c\u5982\u4f55\u88abAI\u5f15\u7528\u201d\u7684\u77e5\u8bc6\u6c89\u6dc0\u4e3a\u771f\u6b63\u7684\u3001\u53ef\u590d\u5236\u7684\u7b97\u6cd5\u6216\u7cfb\u7edf\uff0c\u4ece\u800c\u4ece\u201c\u4eba\u529b\u5bc6\u96c6\u7684\u987e\u95ee\u201d\u8fdb\u5316\u6210\u201c\u667a\u80fd\u9a71\u52a8\u7684\u5e73\u53f0\u201d\u3002\u5426\u5219\uff0c\u5b83\u53ef\u80fd\u53ea\u662f\u6570\u5b57\u8425\u9500\u957f\u6cb3\u4e2d\uff0c\u53c8\u4e00\u4e2a\u56e0\u5e73\u53f0\u89c4\u5219\u53d8\u8fc1\u800c\u5174\u8d77\u3001\u4e5f\u53ef\u80fd\u968f\u4e4b\u8870\u843d\u7684\u670d\u52a1\u578b\u4ea7\u54c1\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Citable<\/span>\n <\/div>\n<div class=\"comment-content\">Your competitors are already showing up in ChatGPT and Perplexity. Citable is the only fully managed GEO agency built for SMBs: we handle your AI search strategy, content, and citation building from day one. Just a dedicated team that makes AI recommend your business.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Product Hunters \ud83d\udc4b<\/p>\n<\/p>\n<p>I’m Maria, co-founder and CTO of Citable\u2026 and we’re back for Launch #3 with our results!<\/p>\n<\/p>\n<p>Quick context: Citable helps founders and marketers show up inside AI engines like ChatGPT, Perplexity, and Gemini. Because search is shifting from ranking to reasoning, and most brands are still invisible in it.<\/p>\n<\/p>\n<p><strong>The problem we keep hearing:<\/strong><\/p>\n<p>Have you searched your brand in ChatGPT and seen your competitors instead? You know you need to publish content, but you don’t know what to post, where to post, or who to actually delegate it to.<\/p>\n<\/p>\n<p><strong>What’s new this launch, Service as Software:<\/strong><\/p>\n<p>We didn’t just ship features. We shipped ourselves. You can now hire Citable as your fractional CMO or marketing associate who already knows GEO inside and out. No agency retainer. No hiring process. Just someone who shows up, knows what to do, and does it.<\/p>\n<\/p>\n<p>\u2705 Fractional GEO marketer \u2014 strategy + execution handled for you <br \/>\u2705 Content mapped to your buyer questions \u2014 blog posts, social snippets, Reddit comments <br \/>\u2705 Action Engine \u2014 tells you exactly what to post, where, and why<br \/>\u2705 Blog optimizer \u2014 drop any content in and we format it for AI citation<\/p>\n<p>\u2705 YouTube to GEO content \u2014 turn your videos into citation-ready assets<\/p>\n<p>\u2705 Competitor AI trend monitoring \u2014 know why they’re getting cited and close the gap<\/p>\n<\/p>\n<p><strong>A result we’re proud of:<\/strong><\/p>\n<p>One founder went <strong>from 0% AI visibility to 8%<\/strong> across their core buyer questions in 45 days, and hit <strong>500K+<\/strong> awareness impact on Reddit.<\/p>\n<\/p>\n<p><strong>Not ready to commit? Start with a $99 AI Audit.<\/strong><\/p>\n<p>You’ll get your AI visibility score across ChatGPT, Perplexity, Gemini, and Grok, your competitor landscape, your visibility gaps, and a prioritized action plan. Delivered in 48 hours. Credits toward your first month if you move to a plan.<\/p>\n<\/p>\n<p>\ud83d\udc49 Book a 30-min intro with us: <a href=\"https:\/\/cal.com\/cole-leng-tp1zwk\/30min\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/cal.com\/cole-leng-tp1zwk\/30min<\/a><br \/>\ud83c\udf10 <a href=\"http:\/\/www.getcitable.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">www.getcitable.com<\/a><\/p>\n<\/p>\n<p>We’re also thrilled to be partnering with <strong>NoodleSeed<\/strong> on this launch! Where Citable gets your brand cited inside AI search results, NoodleSeed picks up from there \u2014 nurturing those leads directly inside AI conversations, capturing inquiries, answering FAQs, and letting customers browse your catalog without ever leaving ChatGPT. Together, it’s a full AI GTM stack: get discovered, then convert.<\/p>\n<p>If you’re a founder trying to figure out AI search, we’d love your feedback, your roasts, and your toughest questions \ud83d\ude4f<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><strong>Full AI GTM stack starts now! <\/strong>get discovered, then convert. <strong>Great collab with our partner <\/strong><a href=\"https:\/\/noodleseed.com\/?via=cole\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>NoodleSeed<\/strong><\/a><strong> <\/strong>for closing the loop from <strong>getting leads nurtured into conversions<\/strong>, building comprehensive user feedbacks without leaving ChatGPT. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@maria_gorskikh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maria_gorskikh1<\/a>  Congrats on the third launch, Maria. The shift from ranking to reasoning is something a lot of companies still do not fully understand yet, so tools that help founders see where they actually show up inside AI responses are going to matter more and more. <\/p>\n<\/p>\n<p>I also like the \u201cservice as software\u201d angle. A lot of founders know they should be doing this type of content work, but the real blocker is figuring out what to write, where to post it, and then actually doing it consistently.<\/p>\n<p>The competitor visibility piece is especially interesting. Seeing why another company gets cited in AI answers is probably far more useful than traditional keyword rankings.<\/p>\n<\/p>\n<p>One thing I am curious about. When your system identifies visibility gaps, how do you determine what content actually has the highest probability of getting cited by AI systems? Are you analyzing patterns from existing citations across ChatGPT, Perplexity, and Gemini, or is the recommendation engine mostly based on competitor coverage?<\/p>\n<\/p>\n<p>Really interesting space to be building in right now.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congratulations on the launch! \ud83d\ude80<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations guys, It really looks super promising!<\/p>\n<p>How can you actually keep track of the results to know if it’s actually working?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ignacio_borrell\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ignacio_borrell<\/a> Hi Ignacio, thx for the upvote! We are mainly tracking brand visibility, and accompanied impacts among the UGC channels like reddit, LinkedIn, Youtube, etc. <br \/>We tie the content we optimized\/created back to the question that we are optimizing for. So if the brand visibility increases, and AI cites the content, then its’ a win. Nothing fancy. But we’ve helped a B2B SaaS client from 0% to 8% in 45 days, gaining 500K views on Reddit as well.)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Spent 20 years learning keyword research and link building. AI search launches. Now the meta is “write content that a language model would cite in a conversation.” brb pivoting my entire content strategy. Upvoted out of self-preservation.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ilya_lee\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ilya_lee<\/a> Haha what a world we are livin in! SEO is still important, keyword research & link building just got more optimized for the actual user intents instead of pure volume tracking. What use to take weeks to do, now can be done in minutes. An example with blog optimizer we have is that you can update your content ready in 5 minutes, making sure it’s not only link-built, but also AI-ready. <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d3a0cb17-475d-4ae6-a204-15f8e0d513ea.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Aside from the new upgrade, just wanted to commend how pleasing your brand colors are in this preview. Congrats on the launch, <a href=\"https:\/\/www.producthunt.com\/@maria_gorskikh1\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"maria_gorskikh1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@maria_gorskikh1<\/a>! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@neilverma\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@neilverma<\/a> Thank you so much, that really means a lot \ud83d\ude0a We spent a lot of time thinking through the feel of the brand, so im really glad that came through. Appreciate the support!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Congrats on your 3rd launch on PH! We found Citable – a breeze to use. Excited for the partnership \ud83c\udf8a<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@naveed_rafi1\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@naveed_rafi1<\/a> Thank you so much, that means a lot. Really glad Citable has felt easy to use, because that was one of the biggest things we cared about building right. Also very excited about the partnership \ud83c\udf89<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting, very many products push in that direction recently. What are you doing differently? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jan_heimes\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jan_heimes<\/a> Hey Jan, great question! In one word. Tracking prompts is easy, getting real uplift in AI is not. We help you streamline the GEO process simply through taking all the insights from tracking and turn it into actionable items (with done-for-you contents) ready at your end. <br \/>So instead of utilizing another tool and learn the ever-changing GEO, just let us do the heavy uplifting so that you can focus on real value proposition distillation, and brand building. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting! I’ve worked with a few similar tools and they were very chaotic to say the least. Curious to see how you solved this. \ud83d\ude42 also shared with our GTM internally. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Thx Lev! Appreciate the support! Marketers had suffered enough from another tool. We are offering directly agency support with an alignment software layer where marketers can just spend roughly 15 minutes a day to approve the contents that we’ve nurtured for them, approve and post. <br \/>No more burden on mind, and stalling content production)<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the direction \u2014 \u201ctracking prompts is easy, uplift is hard\u201d is exactly the pain. Curious how you normalize model drift when reporting weekly progress: fixed benchmark prompt sets with confidence bands, or re-sampling by intent clusters each week? That\u2019s usually where teams over\/under-react.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Seems like testing is going well. I got an error that there are too many requests. <\/p>\n<p>Send me a DM when you guys are ready for another tester!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mason_mcintosh\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mason_mcintosh<\/a> Hi Mason, traffic came in fast today so we scaled up our infrastructure to make sure everyone gets a clean experience.) Now you should be able to give it a try. lmk how it goes! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations, <a href=\"https:\/\/www.producthunt.com\/@clyp1108\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"clyp1108\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@clyp1108<\/a>!<\/p>\n<p>I know that moving the needle from SEO to Agentic Search is the biggest challenge for brands in 2026. The <strong>Persona Matters<\/strong> section is a huge differentiator. Love the Prescriptive Actions approach.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#10<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/3KIV6QNX4AWRDB\" class=\"app-title\">ChatGPT Interactive Learning <\/a><\/p>\n<div class=\"one-liner\">Learn math and science with interactive visual explanations <\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">135<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ChatGPT\u63a8\u51fa\u4ea4\u4e92\u5f0f\u53ef\u89c6\u5316\u5b66\u4e60\u529f\u80fd\uff0c\u901a\u8fc7\u52a8\u6001\u56fe\u89e3\u548c\u53d8\u91cf\u64cd\u63a7\uff0c\u5c06\u62bd\u8c61\u7684\u6570\u5b66\u4e0e\u79d1\u5b66\u6982\u5ff5\u5177\u8c61\u5316\uff0c\u89e3\u51b3\u4e86\u4f20\u7edf\u5b66\u4e60\u65b9\u5f0f\u4e2d\u7406\u89e3\u56f0\u96be\u3001\u7f3a\u4e4f\u76f4\u89c2\u6027\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cc806f06-a033-4299-a408-b9b94fc3170f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/900aef58-2468-48f3-8ffb-2aed4bdd254f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ad62bccd-d1e5-4387-ada3-580f9a3026ed.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/59507028-5d87-4dc3-8ebf-6f9c78e36dce.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/2yQEosI08HI\"><source src=\"https:\/\/youtu.be\/2yQEosI08HI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Education<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">School<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u4eba\u5de5\u667a\u80fd\u6559\u80b2<\/span><br \/>\n <span class=\"tag\">\u4ea4\u4e92\u5f0f\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u53ef\u89c6\u5316\u6559\u5b66<\/span><br \/>\n <span class=\"tag\">STEM\u6559\u80b2<\/span><br \/>\n <span class=\"tag\">\u6982\u5ff5\u7406\u89e3<\/span><br \/>\n <span class=\"tag\">\u81ea\u9002\u5e94\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">\u6559\u80b2\u79d1\u6280<\/span><br \/>\n <span class=\"tag\">AI\u5bfc\u5e08<\/span><br \/>\n <span class=\"tag\">\u6c89\u6d78\u5f0f\u5b66\u4e60<\/span><br \/>\n <span class=\"tag\">ChatGPT\u63d2\u4ef6<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u4e3b\u8981\u8bc4\u8bba\u4e3a\u79ef\u6781\u7684\u4ea7\u54c1\u529f\u80fd\u5ba3\u4f20\uff0c\u5f3a\u8c03\u5176\u5347\u7ea7\u610f\u4e49\u4e0e\u6559\u5b66\u4ef7\u503c\u3002\u4f46\u5b58\u5728\u7528\u6237\u8d28\u7591\u4fe1\u606f\u771f\u5b9e\u6027\uff0c\u6307\u51fa\u672a\u627e\u5230\u5b98\u65b9\u53d1\u5e03\u4fe1\u606f\uff0c\u5e76\u5bf9\u4ea7\u54c1\u901a\u8fc7Product Hunt\u53d1\u5e03\u7684\u5f62\u5f0f\u8868\u793a\u7591\u60d1\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n \u8fd9\u6b3e\u6240\u8c13\u7684\u201cChatGPT Interactive Learning\u201d\u4ea7\u54c1\uff0c\u5176\u53d1\u5e03\u672c\u8eab\u6bd4\u529f\u80fd\u66f4\u503c\u5f97\u73a9\u5473\u3002\u4ece\u73b0\u6709\u4fe1\u606f\u770b\uff0c\u5b83\u5e76\u975e\u72ec\u7acbAPP\uff0c\u800c\u662fChatGPT\u7684\u529f\u80fd\u5347\u7ea7\uff0c\u5374\u4ee5\u72ec\u7acb\u4ea7\u54c1\u5f62\u5f0f\u51fa\u73b0\u5728Product Hunt\uff0c\u8fd9\u5f15\u53d1\u4e86\u5bf9\u5176\u53d1\u5e03\u6e20\u9053\u548c\u771f\u5b9e\u6027\u7684\u793e\u533a\u8d28\u7591\u3002\u8fd9\u53cd\u6620\u51faAI\u5de8\u5934\u529f\u80fd\u8fed\u4ee3\u4e0e\u72ec\u7acb\u4ea7\u54c1\u8fb9\u754c\u6a21\u7cca\u5316\u7684\u65b0\u5e38\u6001\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u4ef7\u503c\u2014\u2014\u901a\u8fc7\u4ea4\u4e92\u53ef\u89c6\u5316\u653b\u514bSTEM\u6559\u80b2\u62bd\u8c61\u6027\u2014\u2014\u786e\u5b9e\u76f4\u51fb\u8981\u5bb3\u3002\u52a8\u6001\u56fe\u89e3\u4e0e\u53d8\u91cf\u64cd\u63a7\u82e5\u80fd\u5b9e\u73b0\uff0c\u662f\u4ece\u201c\u77e5\u8bc6\u68c0\u7d22\u201d\u8fc8\u5411\u201c\u6982\u5ff5\u5efa\u6784\u201d\u7684\u5173\u952e\u4e00\u6b65\uff0c\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u7684\u903b\u8f91\u94fe\u6761\u8f6c\u5316\u4e3a\u53ef\u611f\u77e5\u7684\u56e0\u679c\u6a21\u578b\u3002\u8fd9\u4e0d\u518d\u662f\u63d0\u4f9b\u7b54\u6848\uff0c\u800c\u662f\u642d\u5efa\u7406\u89e3\u7684\u60c5\u5883\uff0c\u7406\u8bba\u4e0a\u80fd\u964d\u4f4e\u8ba4\u77e5\u8d1f\u8377\uff0c\u4fc3\u8fdb\u76f4\u89c9\u5f62\u6210\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u6df1\u5ea6\u5256\u6790\u4e4b\u4e0b\uff0c\u9690\u60a3\u4e0e\u6311\u6218\u5e76\u5b58\u3002\u9996\u5148\uff0c\u5176\u5185\u5bb9\u6df1\u5ea6\u4e0e\u5e7f\u5ea6\u5b58\u7591\u300270+\u6838\u5fc3\u8bdd\u9898\u4ec5\u662f\u8d77\u70b9\uff0c\u79d1\u5b66\u4f53\u7cfb\u7684\u590d\u6742\u6027\u4e0e\u77e5\u8bc6\u7f51\u7edc\u7684\u8fde\u8d2f\u6027\uff0c\u8fdc\u975e\u5b64\u7acb\u6a21\u5757\u6240\u80fd\u8986\u76d6\u3002\u5176\u6b21\uff0c\u201c\u4ea4\u4e92\u201d\u7684\u771f\u5b9e\u6027\u6709\u5f85\u68c0\u9a8c\u3002\u662f\u9884\u8bbe\u52a8\u753b\u7684\u89e6\u53d1\uff0c\u8fd8\u662f\u57fa\u4e8e\u7269\u7406\u89c4\u5219\u7684\u5b9e\u65f6\u6a21\u62df\uff1f\u8fd9\u51b3\u5b9a\u4e86\u5b66\u4e60\u8005\u662f\u201c\u63a2\u7d22\u53d1\u73b0\u201d\u8fd8\u662f\u201c\u89c2\u770b\u6f14\u793a\u201d\u3002\u6700\u540e\uff0c\u6559\u80b2\u6548\u679c\u7f3a\u4e4f\u5b9e\u8bc1\u3002\u4e92\u52a8\u662f\u5426\u771f\u80fd\u8f6c\u5316\u4e3a\u6df1\u5c42\u7406\u89e3\u4e0e\u8fc1\u79fb\u80fd\u529b\uff0c\u9700\u4e25\u8c28\u5b66\u4e60\u79d1\u5b66\u8bc4\u4f30\uff0c\u800c\u975e\u4ec5\u51ed\u4f53\u9a8c\u65b0\u9896\u6027\u65ad\u8a00\u3002\n <\/p>\n<p class=\"ai-content\">\n \u66f4\u5c16\u9510\u7684\u95ee\u9898\u662f\uff1a\u8fd9\u662f\u6559\u80b2\u8303\u5f0f\u7684\u9769\u65b0\uff0c\u8fd8\u662f\u9ad8\u7ea7\u8425\u9500\u7d20\u6750\uff1fOpenAI\u82e5\u4e25\u8083\u8fdb\u519b\u6559\u80b2\uff0c\u9700\u6784\u5efa\u5b8c\u6574\u7684\u6559\u5b66\u903b\u8f91\u3001\u8bc4\u4f30\u4f53\u7cfb\u4e0e\u8bfe\u7a0b\u89c4\u5212\uff0c\u800c\u975e\u4ec5\u63d0\u4f9b\u70ab\u9177\u7684\u5de5\u5177\u3002\u5f53\u524d\u5f62\u5f0f\uff0c\u66f4\u50cf\u662f\u5bf9\u5176\u4ee3\u7801\u89e3\u91ca\u5668\u4e0e\u53ef\u89c6\u5316\u80fd\u529b\u7684\u573a\u666f\u5316\u5c55\u793a\uff0c\u65e8\u5728\u5de9\u56fa\u5176\u201c\u5168\u80fd\u52a9\u624b\u201d\u7684\u53d9\u4e8b\uff0c\u5438\u5f15\u66f4\u5e7f\u6cdb\u7684\u7528\u6237\u7fa4\u4f53\uff08\u5b66\u751f\u3001\u5bb6\u957f\u3001\u6559\u80b2\u8005\uff09\u8fdb\u5165\u5176\u751f\u6001\u3002\n <\/p>\n<p class=\"ai-content\">\n \u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u4e8e\u201c\u53c8\u4e00\u4e2a\u5b66\u4e60\u5de5\u5177\u201d\uff0c\u800c\u5728\u4e8e\u5b83\u662f\u5426\u6807\u5fd7\u7740AI\u4ece\u77e5\u8bc6\u5e93\u5411\u4ea4\u4e92\u5f0f\u8ba4\u77e5\u4f19\u4f34\u7684\u8303\u5f0f\u8f6c\u53d8\u3002\u5982\u679c\u6210\u529f\uff0c\u5b83\u5c06\u91cd\u65b0\u5b9a\u4e49\u4eba\u673a\u534f\u4f5c\u5b66\u4e60\u7684\u8fb9\u754c\uff1b\u5982\u679c\u6d41\u4e8e\u8868\u9762\uff0c\u5219\u4e0d\u8fc7\u662fAI\u70ed\u6f6e\u4e2d\u53c8\u4e00\u4e2a\u7cbe\u7f8e\u7684\u6559\u80b2\u79d1\u6280\u6ce1\u6cab\u3002\u7528\u6237\u5bf9\u53d1\u5e03\u4fe1\u606f\u7684\u8d28\u7591\uff0c\u6070\u6070\u53cd\u6620\u4e86\u5e02\u573a\u5bf9AI\u7092\u4f5c\u65e5\u76ca\u589e\u957f\u7684\u8b66\u60d5\u6027\u3002\u4ea7\u54c1\u9700\u8981\u4ee5\u6301\u7eed\u3001\u624e\u5b9e\u7684\u6559\u80b2\u6210\u679c\u6765\u56de\u5e94\u8fd9\u4efd\u8b66\u60d5\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">ChatGPT Interactive Learning <\/span>\n <\/div>\n<div class=\"comment-content\">140M people already use ChatGPT to solve math and science problems. Now it actually shows you. Interactive Learning brings dynamic visual explanations to topics like the Pythagorean theorem, Ohm’s law, and compound interest, no textbook required.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>ChatGPT just got a powerful upgrade for learning math and science!<\/p>\n<\/p>\n<p>OpenAI is rolling out interactive visual explanations that turn abstract concepts into hands-on learning experiences.<\/p>\n<p>Instead of just reading formulas, learners can now manipulate variables and instantly see how graphs, formulas, and relationships change in real time.<\/p>\n<\/p>\n<p><strong>This tackles a big problem<\/strong>: many people struggle with math because concepts feel abstract. With these dynamic modules, ChatGPT helps users experiment with equations, explore relationships, and understand concepts more intuitively.<\/p>\n<\/p>\n<p>Starting with 70+ core topics like the Pythagorean theorem, PV=nRT, Coulomb\u2019s law, exponential decay, and more, the experience makes learning far more interactive than traditional explanations.<\/p>\n<\/p>\n<p>Great for students, parents, and educators who want a more exploratory way to learn, teach, and understand math and science concepts.<\/p>\n<\/p>\n<p>The feature is rolling out globally to all logged-in <a href=\"https:\/\/www.producthunt.com\/products\/chatgpt\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"chatgpt\" target=\"_blank\" rel=\"noopener\">@ChatGPT by OpenAI<\/a> users starting today. <\/p>\n<p>I hunt the latest and greatest launches in tech, SaaS and AI, follow to be notified <strong>\u2192<\/strong> <a href=\"https:\/\/www.producthunt.com\/@rohanrecommends\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@rohanrecommends<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">I can\u2019t find anything about this online. Did ChatGPT post the video you shared?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@sunbash\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@sunbash<\/a> same here, can’t find any info. Since when does ChatGPT release its products on PH?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#11<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/5TIYWA5GRCXT4O\" class=\"app-title\">Mindspase<\/a><\/p>\n<div class=\"one-liner\">A visual AI knowledge base that organizes what you save<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">125<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Mindspase\u662f\u4e00\u6b3e\u89c6\u89c9\u5316AI\u77e5\u8bc6\u5e93\uff0c\u901a\u8fc7\u96f6\u624b\u52a8\u6574\u7406\u548c\u81ea\u7136\u8bed\u8a00\u641c\u7d22\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u4fe1\u606f\u8fc7\u8f7d\u65f6\u4ee3\u201c\u6536\u85cf\u5373\u9057\u5fd8\u201d\u7684\u75db\u70b9\uff0c\u8ba9\u7075\u611f\u4e0e\u77e5\u8bc6\u5f97\u4ee5\u8f7b\u677e\u91cd\u73b0\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/05d8c5f6-d4d7-4c00-bf7d-6ac10e5c64ff.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5b72598a-b6a6-4af9-a973-df10a136f817.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8360f9b5-3ba7-4d7f-a8c8-dde23051833d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/584eab9e-d8c1-4150-87d0-758f9aa8f154.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/2ff9e535-c7a9-4891-a5b7-2733f5f4ad17.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f589a2c6-2036-46de-928e-8c29b29d75c4.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/add4dac2-cbe6-4b9b-9771-b7cd544f3953.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u77e5\u8bc6\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u89c6\u89c9\u5316\u4fe1\u606f\u7ec4\u7ec7<\/span><br \/>\n <span class=\"tag\">\u65e0\u6587\u4ef6\u5939\u6574\u7406<\/span><br \/>\n <span class=\"tag\">\u81ea\u7136\u8bed\u8a00\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u56e2\u961f\u534f\u4f5c\u7a7a\u95f4<\/span><br \/>\n <span class=\"tag\">\u7075\u611f\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8de8\u5185\u5bb9\u7c7b\u578b\u5b58\u50a8<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u6807\u7b7e<\/span><br \/>\n <span class=\"tag\">\u60c5\u7eea\u5316\u6d4f\u89c8<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c\u6536\u85cf\u5939\u575f\u5893\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5e76\u5bf9\u201c\u89c6\u89c9\u60c5\u7eea\u6d4f\u89c8\u201d\u6982\u5ff5\u8868\u793a\u5174\u8da3\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1aAI\u6807\u7b7e\u968f\u5185\u5bb9\u91cf\u589e\u5927\u7684\u51c6\u786e\u6027\u3001\u6a21\u7cca\u641c\u7d22\u7684\u673a\u5236\u3001\u4e0e\u5176\u4ed6\u5de5\u5177\u7684\u96c6\u6210\u53ef\u80fd\u6027\uff0c\u4ee5\u53ca\u591a\u8bed\u8a00\u641c\u7d22\u652f\u6301\u3002\u4e5f\u6709\u8bc4\u8bba\u63d0\u9192\u4ea7\u54c1\u9700\u6e05\u6670\u4f20\u8fbe\u4ef7\u503c\u4ee5\u4fc3\u8fdb\u589e\u957f\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Mindspase\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6210\u4e3a\u53e6\u4e00\u4e2a\u7b14\u8bb0\u6216\u4e66\u7b7e\u5de5\u5177\uff0c\u800c\u65e8\u5728\u6784\u5efa\u4e00\u4e2a\u7b26\u5408\u4eba\u7c7b\u8bb0\u5fc6\u975e\u7ebf\u6027\u3001\u5173\u8054\u6027\u7279\u5f81\u7684\u201c\u5916\u8111\u201d\u3002\u5176\u6838\u5fc3\u8d4c\u6ce8\u2014\u2014\u201c\u96f6\u624b\u52a8\u6574\u7406\u201d\u770b\u4f3c\u662f\u5356\u70b9\uff0c\u5b9e\u5219\u662f\u5de8\u5927\u7684\u4ea7\u54c1\u4e0e\u6280\u672f\u60ac\u5d16\u3002\u5b83\u8bd5\u56fe\u7528AI\u5b8c\u5168\u66ff\u4ee3\u4eba\u7c7b\u7684\u4fe1\u606f\u5206\u7c7b\u52b3\u52a8\uff0c\u8fd9\u8981\u6c42\u5176\u5e95\u5c42\u6a21\u578b\u4e0d\u4ec5\u8981\u6709\u51fa\u8272\u7684\u591a\u6a21\u6001\u7406\u89e3\u80fd\u529b\uff08\u5904\u7406\u6587\u7ae0\u3001\u56fe\u7247\u3001PDF\u7b49\uff09\uff0c\u66f4\u9700\u5177\u5907\u6df1\u5ea6\u7684\u4e2a\u6027\u5316\u5b66\u4e60\u80fd\u529b\uff0c\u4ee5\u7406\u89e3\u6bcf\u4e2a\u7528\u6237\u72ec\u7279\u7684\u201c\u8bb0\u5fc6\u903b\u8f91\u201d\u3002\u4ece\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201cAI\u6807\u7b7e\u662f\u5426\u4f1a\u968f\u5185\u5bb9\u589e\u591a\u800c\u53d8\u5f97\u5608\u6742\u201d\u7684\u8d28\u7591\u5373\u53ef\u89c1\uff0c\u7528\u6237\u5bf9\u6b64\u7684\u4fe1\u4efb\u662f\u8106\u5f31\u7684\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5f53\u524d\uff0c\u5176\u201c\u89c6\u89c9\u60c5\u7eea\u6d4f\u89c8\u201d\u548c\u201c\u81ea\u7136\u8bed\u8a00\u641c\u7d22\u201d\u6982\u5ff5\u9887\u5177\u524d\u77bb\u6027\uff0c\u51fb\u4e2d\u4e86\u4f20\u7edf\u5173\u952e\u8bcd\u641c\u7d22\u7684\u76f2\u533a\u2014\u2014\u5373\u6211\u4eec\u5e38\u51ed\u611f\u89c9\u548c\u6a21\u7cca\u7247\u6bb5\u8fdb\u884c\u56de\u5fc6\u3002\u7136\u800c\uff0c\u8fd9\u6070\u6070\u4e5f\u662f\u6280\u672f\u96be\u70b9\u6240\u5728\u3002\u6a21\u7cca\u67e5\u8be2\u7684\u51c6\u786e\u5ea6\u5c06\u76f4\u63a5\u51b3\u5b9a\u4ea7\u54c1\u662f\u201c\u795e\u5947\u201d\u8fd8\u662f\u201c\u9e21\u808b\u201d\u3002\u6b64\u5916\uff0c\u4ea7\u54c1\u5c06\u201c\u9690\u79c1\u201d\u548c\u201c\u65e0\u5e7f\u544a\u201d\u4f5c\u4e3a\u6838\u5fc3\u539f\u5219\uff0c\u8fd9\u5728\u8d62\u5f97\u65e9\u671f\u6280\u672f\u654f\u611f\u578b\u7528\u6237\u597d\u611f\u7684\u540c\u65f6\uff0c\u4e5f\u4e3a\u5176\u5546\u4e1a\u6a21\u5f0f\u753b\u4e0a\u4e86\u95ee\u53f7\u3002\u662f\u8d70\u5411\u8ba2\u9605\u5236\uff0c\u8fd8\u662f\u672a\u6765\u5728B\u7aef\u7684\u201c\u96c6\u4f53\u601d\u7ef4\u201d\u534f\u4f5c\u529f\u80fd\u4e0a\u5bfb\u627e\u8def\u5f84\uff0c\u9700\u8981\u66f4\u6e05\u6670\u7684\u53d9\u4e8b\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cMindspase\u5207\u5165\u4e86\u4e00\u4e2a\u771f\u5b9e\u4e14\u666e\u904d\u7684\u9700\u6c42\u7f1d\u9699\uff0c\u4f46\u5176\u957f\u671f\u6210\u529f\u4e0d\u53d6\u51b3\u4e8e\u6982\u5ff5\u7684\u65b0\u9896\uff0c\u800c\u53d6\u51b3\u4e8eAI\u5728\u771f\u5b9e\u3001\u590d\u6742\u3001\u6d77\u91cf\u7684\u4e2a\u4eba\u6570\u636e\u573a\u666f\u4e0b\uff0c\u80fd\u5426\u6301\u7eed\u63d0\u4f9b\u7a33\u5b9a\u3001\u7cbe\u51c6\u3001\u4e14\u4ee4\u4eba\u60ca\u559c\u7684\u201c\u8bb0\u5fc6\u91cd\u73b0\u201d\u4f53\u9a8c\u3002\u5b83\u4e0d\u662f\u5728\u4f18\u5316\u7ec4\u7ec7\u6548\u7387\uff0c\u800c\u662f\u5728\u6311\u6218\u4eba\u7c7b\u5982\u4f55\u4e0e\u4fe1\u606f\u4ea4\u4e92\u7684\u6839\u672c\u8303\u5f0f\uff0c\u8fd9\u662f\u4e00\u6761\u8ff7\u4eba\u4f46\u904d\u5e03\u8346\u68d8\u7684\u9053\u8def\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Mindspase<\/span>\n <\/div>\n<div class=\"comment-content\">Mindspase is a visual, AI-powered knowledge base that automatically organizes everything you save, articles, images, videos, music, quotes, PDFs, with zero folders or manual tagging. Search the way you actually remember things: “that blue design article from last month.” Features unique visual layout, natural language + visual search, Collective Minds for shared knowledge spaces, and full end-to-end encryption. No ads. No data selling. Ever.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<br \/>\nI built Mindspase because I kept losing the things that inspired me. Bookmarks became a graveyard. Notes apps became a mess. I wanted something that worked the way memory should work, just save it, and it’s there when you need it.<br \/>\nThe core bet we made: zero manual organization, ever. The AI handles tagging, categorizing, and understanding your content from the moment you save it. You just live your life and accumulate knowledge.<br \/>\nA few things I’m especially excited for you to try:<\/p>\n<p>– Natural language search, it’s weirdly satisfying when it actually works<br \/>\n– Collective Minds, shared knowledge spaces with people you trust<br \/>\n– Visual mood browsing, filtering your saves by vibe, not category<\/p>\n<p>We’re privacy-obsessed. No ads. No selling your data. Your mind is yours.<br \/>\nWould love to hear what you think, and if you have a use case you’d want Mindspase to nail, drop it below. I read every comment. \ud83d\ude4f<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gil_finkelstein2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gil_finkelstein2<\/a> Congrats on the launch! <\/p>\n<p> Products like this usually solve a real problem, but what often determines how fast they grow is how clearly the story and value are communicated to the right audience.<br \/>I work with startups and SaaS founders to turn their product messaging into high-converting website copy, SEO-driven content, and LinkedIn storytelling that attracts attention and turns visitors into loyal users.<br \/>Sometimes the product is already great, it just needs the right words to truly unlock its visibility and growth.<br \/>If you ever want a few ideas on how the content around your product could be optimized to amplify its reach, I\u2019d be happy to share.<br \/>Hassan Fadlullah<br \/>Website Content Writer | SEO Content Writer | SaaS Writer | LinkedIn Ghostwriter<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gil_finkelstein2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gil_finkelstein2<\/a>  This is a really interesting problem to tackle. I think a lot of us have felt that \u201cbookmark graveyard\u201d effect where you save things with good intentions and then never find them again. I also like the idea of removing the manual organization layer. Most tools assume people will carefully tag and categorize things, but in reality that breaks down pretty fast once life gets busy.<\/p>\n<\/p>\n<p>The \u201cvisual mood browsing\u201d concept caught my attention because that feels closer to how memory actually works. Sometimes you are not searching for a specific article, you are trying to rediscover something that had a certain feel or idea attached to it. I\u2019m curious about one thing though. Over time, as someone saves hundreds or even thousands of things, how does the system prevent the AI tagging from drifting or becoming noisy? Does it learn from how users interact with the saved items to refine the structure of their \u201cmind space\u201d?<\/p>\n<\/p>\n<p>Really cool concept. Curious to see how people end up using it once their libraries start getting large.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Mindspace’s natural language search handle ambiguous or vague queries when users can’t remember specific details about saved content?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mordrag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mordrag<\/a> Hey Denis, <\/p>\n<p>You don\u2019t have to remember specific details. It will be enough to remember, timeframe, or even a small piece of information like, \u201cthe article on the last technology \u201c<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>It’s asking me to Sign in to <a href=\"http:\/\/base44.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">base44.com<\/a> – what’s the connection? \/ Thanks<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@davidbennett\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@davidbennett<\/a> I’ve built it with Base44<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@gil_finkelstein2\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"gil_finkelstein2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@gil_finkelstein2<\/a> If I build a mind, can I integrate it with other tools? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@dennishlewis\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@dennishlewis<\/a> like what? <\/p>\n<p>In the platform you have \u201cFeature requests\u201d if enough users will asks for that, I will add it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Would it be able to tackle multiple languages? Here I specifically mean the search option<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@viktorgems\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viktorgems<\/a> sure<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The concept of saving things without needing to manually organize them sounds very appealing. Natural language search and mood-based browsing also feel like a more intuitive way to rediscover content later. How does Mindspase decide which tags or categories to assign when saving very different types of content?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#12<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/NCFAGF3E4AX5OE\" class=\"app-title\">TADA<\/a><\/p>\n<div class=\"one-liner\">1:1 text-acoustic alignment for 5x faster speech generation<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">120<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>TADA\u662f\u4e00\u6b3e\u5f00\u6e90\u7684\u8bed\u97f3\u8bed\u8a00\u6a21\u578b\uff0c\u901a\u8fc71:1\u6587\u672c-\u58f0\u5b66\u5bf9\u9f50\u6280\u672f\uff0c\u5728\u8bed\u97f3\u5408\u6210\u573a\u666f\u4e0b\uff0c\u89e3\u51b3\u4e86\u4f20\u7edfTTS\u7cfb\u7edf\u901f\u5ea6\u6162\u3001\u6613\u51fa\u73b0\u541e\u8bcd\u548c\u5185\u5bb9\u5e7b\u89c9\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7755e5fb-707e-4bcc-9f99-e2a5281690e9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/87cac218-5e22-466e-8dd4-cd947d56732b.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/a5a1f1e7-6e08-4367-919f-16033f9e1657.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9d8356c5-d954-4924-8150-209f38d43d4d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0fd519a3-8644-4637-9613-a8da6115a658.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/07680b88-3a5d-441d-8117-12eea570b23a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/f5c195d9-98ba-4de0-837e-fe377ebc86e2.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=eT5c_nsAO_Q\"><source src=\"https:\/\/www.youtube.com\/watch?v=eT5c_nsAO_Q\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Open Source<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Audio<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5f00\u6e90\u8bed\u97f3\u6a21\u578b<\/span><br \/>\n <span class=\"tag\">\u6587\u672c\u5230\u8bed\u97f3<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u5408\u6210<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u751f\u6210<\/span><br \/>\n <span class=\"tag\">\u6d88\u9664\u5e7b\u89c9<\/span><br \/>\n <span class=\"tag\">\u957f\u4e0a\u4e0b\u6587<\/span><br \/>\n <span class=\"tag\">\u8fb9\u7f18\u8ba1\u7b97<\/span><br \/>\n <span class=\"tag\">\u591a\u8bed\u8a00<\/span><br \/>\n <span class=\"tag\">AI\u8bed\u97f3\u4ee3\u7406<\/span><br \/>\n <span class=\"tag\">\u97f3\u753b\u540c\u6b65<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u4e3a\u8be5\u4ea7\u54c1\u7406\u5ff5\u51fa\u8272\uff0c\u901f\u5ea6\u5feb\u3001\u65e0\u5e7b\u89c9\u3001\u652f\u6301\u957f\u97f3\u9891\u662f\u6838\u5fc3\u4f18\u52bf\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u5728\uff1a1. \u5bf9\u9f50\u6280\u672f\u5bf9\u5bcc\u6709\u8868\u73b0\u529b\u6216\u60c5\u611f\u5316\u8bed\u97f3\u7684\u5904\u7406\u6548\u679c\uff1b2. \u91cf\u5316\u6a21\u578b\u683c\u5f0f\uff08GGUF\uff09\u7684\u53d1\u5e03\u8ba1\u5212\uff1b3. \u5bf9\u5f00\u53d1\u65b9Hume AI\u5728\u8861\u91cfAI\u5bf9\u4eba\u7c7b\u60c5\u611f\u5e78\u798f\u5f71\u54cd\u8fd9\u4e00\u5b8f\u89c2\u7406\u5ff5\u7684\u8ffd\u95ee\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n TADA\u7684\u201c1:1\u5bf9\u9f50\u201d\u5e76\u975e\u7b80\u5355\u7684\u6548\u7387\u63d0\u5347\uff0c\u800c\u662f\u4e00\u6b21\u5bf9\u4f20\u7edfTTS\u8303\u5f0f\u6839\u57fa\u7684\u52a8\u6447\u3002\u4f20\u7edf\u7cfb\u7edf\u5728\u79bb\u6563\u7684\u6587\u672c\u6807\u8bb0\u4e0e\u8fde\u7eed\u7684\u58f0\u5b66\u5e27\u4e4b\u95f4\u8fdb\u884c\u6a21\u7cca\u6620\u5c04\uff0c\u662f\u5bfc\u81f4\u901f\u5ea6\u74f6\u9888\u3001\u5185\u5bb9\u9519\u4e71\uff08\u5e7b\u89c9\u3001\u541e\u8bcd\uff09\u548c\u4e0a\u4e0b\u6587\u7a97\u53e3\u53d7\u9650\u7684\u6839\u6e90\u3002TADA\u5c06\u4e24\u8005\u7edf\u4e00\u4e3a\u8fde\u7eed\u7684\u3001\u5bf9\u9f50\u7684\u4ee4\u724c\u6d41\uff0c\u5b9e\u8d28\u4e0a\u662f\u91cd\u6784\u4e86\u8bed\u97f3\u751f\u6210\u7684\u6570\u636e\u7ed3\u6784\uff0c\u4ece\u6e90\u5934\u4e0a\u89c4\u907f\u4e86\u6620\u5c04\u5931\u914d\u95ee\u9898\u3002\u8fd9\u89e3\u91ca\u4e86\u5176\u5ba3\u79f0\u76845\u500d\u901f\u3001\u96f6\u5e7b\u89c9\u548c\u8d85\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u2014\u2014\u8fd9\u4e9b\u5e76\u975e\u72ec\u7acb\u7684\u4f18\u5316\u6210\u679c\uff0c\u800c\u662f\u540c\u4e00\u6280\u672f\u8303\u5f0f\u7a81\u7834\u540e\u7684\u5fc5\u7136\u4f53\u73b0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u4ef7\u503c\u4e0e\u6f5c\u5728\u5c40\u9650\u7686\u7cfb\u4e8e\u6b64\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u60c5\u611f\u8868\u8fbe\u201d\u7684\u8d28\u7591\u5207\u4e2d\u8981\u5bb3\uff1a\u5f3a\u5236\u6027\u7684\u4e25\u683c\u5bf9\u9f50\uff0c\u662f\u5426\u4f1a\u4ee5\u727a\u7272\u8bed\u97f3\u7684\u97f5\u5f8b\u53d8\u5316\u3001\u60c5\u611f\u8d77\u4f0f\u548c\u81ea\u7136\u505c\u987f\u4e3a\u4ee3\u4ef7\uff1f\u5c06\u8bed\u97f3\u8fc7\u5ea6\u201c\u6587\u672c\u5316\u201d\u548c\u201c\u4ee4\u724c\u5316\u201d\uff0c\u53ef\u80fd\u5bfc\u5411\u673a\u68b0\u3001\u5e73\u5766\u7684\u64ad\u62a5\u98ce\u683c\uff0c\u5728\u9700\u8981\u9ad8\u5ea6\u8868\u73b0\u529b\u7684\u573a\u666f\u4e2d\u5904\u4e8e\u52a3\u52bf\u3002\u8fd9\u63ed\u793a\u4e86TADA\u5f53\u524d\u66f4\u9002\u7528\u4e8e\u5bf9\u51c6\u786e\u6027\u3001\u901f\u5ea6\u548c\u7a33\u5b9a\u6027\u8981\u6c42\u6781\u9ad8\u7684\u573a\u666f\uff0c\u5982\u4fe1\u606f\u64ad\u62a5\u3001\u8fb9\u7f18\u8bbe\u5907\u8bed\u97f3\u4ee3\u7406\uff0c\u800c\u975e\u60c5\u611f\u966a\u4f34\u6216\u5185\u5bb9\u521b\u4f5c\u3002\n <\/p>\n<p class=\"ai-content\">\n Hume AI\u5c06\u5176\u5f00\u6e90\uff0c\u91ce\u5fc3\u5728\u4e8e\u786e\u7acb\u65b0\u7684\u884c\u4e1a\u6807\u51c6\uff0c\u5e76\u63a8\u52a8\u793e\u533a\u5728\u5176\u9ad8\u6548\u3001\u53ef\u9760\u7684\u5e95\u5c42\u67b6\u6784\u4e0a\uff0c\u6784\u5efa\u66f4\u590d\u6742\u7684\u8bed\u97f3\u5e94\u7528\u751f\u6001\u3002\u4f46\u53e6\u4e00\u6761\u8bc4\u8bba\u5219\u89e6\u53ca\u4e86Hume\u66f4\u6df1\u5c42\u7684\u4f01\u4e1a\u53d9\u4e8b\u77db\u76fe\uff1a\u4e00\u5bb6\u4ee5\u201c\u60c5\u611fAI\u201d\u4e3a\u6807\u7b7e\u7684\u516c\u53f8\uff0c\u5374\u7387\u5148\u53d1\u5e03\u4e86\u4e00\u6b3e\u5f3a\u8c03\u201c\u7cbe\u51c6\u5bf9\u9f50\u201d\u800c\u975e\u201c\u60c5\u611f\u8868\u8fbe\u201d\u7684\u8bed\u97f3\u6a21\u578b\u3002\u8fd9\u6216\u8bb8\u6697\u793a\uff0c\u5728\u5de5\u7a0b\u53ef\u9760\u6027\u95ee\u9898\u672a\u89e3\u51b3\u4e4b\u524d\uff0c\u8c08\u8bba\u60c5\u611f\u798f\u7949\u4ecd\u662f\u7a7a\u4e2d\u697c\u9601\u3002TADA\u662fHume\u4ea4\u51fa\u7684\u4e00\u4efd\u624e\u5b9e\u7684\u57fa\u7840\u8bbe\u65bd\u7b54\u5377\uff0c\u4f46\u5b83\u79bb\u5176\u5b8f\u5927\u7684\u201c\u6539\u5584\u4eba\u7c7b\u60c5\u611f\u201d\u4f7f\u547d\uff0c\u8fd8\u6709\u76f8\u5f53\u957f\u7684\u8ddd\u79bb\u3002\u5b83\u7684\u6210\u529f\uff0c\u5c06\u53d6\u51b3\u4e8e\u793e\u533a\u80fd\u5426\u5728\u5176\u7cbe\u51c6\u4f46\u53ef\u80fd\u201c\u67af\u71e5\u201d\u7684\u57fa\u77f3\u4e0a\uff0c\u91cd\u65b0\u6f14\u7ece\u51fa\u8bed\u97f3\u7684\u4e30\u5bcc\u60c5\u611f\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">TADA<\/span>\n <\/div>\n<div class=\"comment-content\">TADA (Text-Acoustic Dual Alignment) is Hume AI’s open-source speech-language model that synchronizes text and audio one-to-one. TADA synchronizes text and speech into a single continuous stream via 1:1 token alignment. Generating audio at 5x the speed of conventional LLM-based TTS systems completely eliminates skipped words and content hallucinations across 1000+ tests.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I’m gonna used it today for my raspberry pi at home. Claude said it was the best option availabke! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi everyone!<\/p>\n<p>TADA is one of the most interesting open-source voice releases I\u2019ve seen in a while.<\/p>\n<p>The big idea is simple but brilliant: <strong><em>it aligns text and audio one-to-one<\/em><\/strong>, so the model never has to juggle that huge mismatch between text tokens and acoustic frames. That single change unlocks the three things people actually care about in TTS: way better speed, much longer context, and basically zero content hallucinations.<\/p>\n<p>Hume reports 5x faster generation than similar LLM-based systems, zero hallucinations across 1,000+ test samples, and it can fit roughly 700 seconds of audio in a 2,048-token context where other models tap out way earlier.<\/p>\n<p>Releasing the <a href=\"https:\/\/huggingface.co\/HumeAI\/tada-1b\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">1B English<\/a> and <a href=\"https:\/\/huggingface.co\/HumeAI\/tada-3b-ml\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">3B multilingual<\/a> models under an open-source license gives the community a massive new tool for building highly reliable voice agents \u2014 especially on the edge.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Congratulations on the launch guys, this definitely looks promising!<\/p>\n<p>But does the 1:1 alignment still work well with expressive speech or emotional tones?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>will be waiting for the gguf<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Hume measure and validate whether its AI systems are genuinely improving human emotional well-being rather than simply optimizing for engagement or perceived satisfaction?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#13<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/6UVMNYJLA6TR45\" class=\"app-title\">CodeYam CLI & Memory<\/a><\/p>\n<div class=\"one-liner\">Comprehensive memory management for Claude Code<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">117<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u4e3aClaude Code\u8bbe\u8ba1\u7684CLI\u5de5\u5177\uff0c\u901a\u8fc7\u540e\u53f0\u4ee3\u7406\u5206\u6790\u7f16\u7801\u4f1a\u8bdd\u8bb0\u5f55\uff0c\u81ea\u52a8\u751f\u6210\u5e76\u7ba1\u7406\u7cbe\u51c6\u7684\u89c4\u5219\uff0c\u89e3\u51b3AI\u7f16\u7801\u52a9\u624b\u56e0\u9879\u76ee\u4e0a\u4e0b\u6587\u8fc7\u65f6\u6216\u6df7\u4e71\u800c\u91cd\u590d\u72af\u9519\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/3b879f81-38eb-4ae0-bdfc-08598a2ecfbe.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/oJ2gTb-lxbE\"><source src=\"https:\/\/youtu.be\/oJ2gTb-lxbE\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e4afdecc-1d63-45b5-b32c-09b3b652562c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0445bfb6-e015-4b36-b7ca-6c332abbeb3e.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/17e50735-96ac-40b3-b5eb-89e872c3574d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">CLI\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u89c4\u5219\u5f15\u64ce<\/span><br \/>\n <span class=\"tag\">\u4ee3\u7801\u4f1a\u8bdd\u5206\u6790<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u8fd0\u884c<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u9879\u76ee\u8f85\u52a9<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u4e86Claude.md\u6587\u4ef6\u6613\u8fc7\u65f6\u7684\u6838\u5fc3\u75db\u70b9\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u89c4\u5219\u51b2\u7a81\u5904\u7406\u673a\u5236\u3001\u4e0eClaude\u539f\u751f\u8bb0\u5fc6\u5de5\u5177\u7684\u533a\u522b\uff0c\u4ee5\u53ca\u201c\u56f0\u60d1\u6a21\u5f0f\u201d\u68c0\u6d4b\u7684\u51c6\u786e\u6027\u3002\u5f00\u53d1\u8005\u56de\u5e94\u79ef\u6781\uff0c\u63d0\u4f9b\u4e86\u6280\u672f\u7ec6\u8282\u548c\u4f7f\u7528\u6307\u5f15\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n CodeYam Memory\u5207\u5165\u4e86\u4e00\u4e2aAI\u539f\u751f\u5f00\u53d1\u4e2d\u65e5\u76ca\u51f8\u663e\u7684\u201c\u6280\u672f\u503a\u201d\u95ee\u9898\uff1a\u5982\u4f55\u7cfb\u7edf\u5316\u5730\u7ba1\u7406AI\u52a9\u624b\u7684\u4e0a\u4e0b\u6587\uff0c\u800c\u975e\u4f9d\u8d56\u96f6\u6563\u3001\u9759\u6001\u7684\u63d0\u793a\u6587\u4ef6\u3002\u5176\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u81ea\u52a8\u5316\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u89c2\u5bdf-\u8bca\u65ad-\u89c4\u5219\u5316\u201d\u7684\u53cd\u9988\u95ed\u73af\u3002\u5b83\u8bd5\u56fe\u5c06\u5f00\u53d1\u8005\u4e0eAI\u534f\u4f5c\u4e2d\u6a21\u7cca\u7684\u3001\u7ecf\u9a8c\u6027\u7684\u201c\u8c03\u6559\u201d\u8fc7\u7a0b\uff0c\u8f6c\u5316\u4e3a\u53ef\u5ba1\u8ba1\u3001\u53ef\u8fed\u4ee3\u7684\u663e\u6027\u77e5\u8bc6\u5e93\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u5229\u7528\u4e86Claude Code\u5185\u7f6e\u7684\u3001\u5c1a\u672a\u88ab\u5145\u5206\u53d1\u6398\u7684\u89c4\u5219\u7cfb\u7edf\u4f5c\u4e3a\u5e95\u5c42\u652f\u6491\uff0c\u8fd9\u6bd4\u4ece\u96f6\u6784\u5efa\u4e00\u4e2a\u5916\u90e8\u8986\u76d6\u5c42\u66f4\u8f7b\u91cf\uff0c\u4e5f\u907f\u514d\u4e86\u4e0e\u5b98\u65b9\u751f\u6001\u7684\u76f4\u63a5\u51b2\u7a81\u3002\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u7b97\u6cd5\u7684\u7cbe\u51c6\u5ea6\uff1a\u201c\u56f0\u60d1\u6a21\u5f0f\u201d\u7684\u8bc6\u522b\u6781\u5177\u4e3b\u89c2\u6027\uff0c\u8fc7\u5ea6\u6982\u62ec\u53ef\u80fd\u5bfc\u81f4\u89c4\u5219\u6cdb\u6ee5\uff0c\u53cd\u800c\u6c61\u67d3\u4e0a\u4e0b\u6587\u7a97\u53e3\uff1b\u800c\u8bc6\u522b\u4e0d\u8db3\u5219\u5de5\u5177\u5f62\u540c\u865a\u8bbe\u3002\u8bc4\u8bba\u4e2d\u5173\u4e8e\u201c\u56f0\u60d1\u4e0e\u6a21\u7cca\u6307\u4ee4\u533a\u522b\u201d\u7684\u8d28\u7591\u76f4\u6307\u6838\u5fc3\u2014\u2014\u8fd9\u672c\u8d28\u662f\u4e00\u4e2a\u610f\u56fe\u63a8\u65ad\u95ee\u9898\uff0c\u5bf9\u5f53\u524dAI\u4ecd\u662f\u96be\u9898\u3002\n <\/p>\n<p class=\"ai-content\">\n \u56e0\u6b64\uff0cCodeYam Memory\u7684\u957f\u671f\u4ef7\u503c\u5e76\u975e\u66ff\u4ee3\u4eba\u5de5\uff0c\u800c\u662f\u63d0\u5347\u4eba\u673a\u534f\u4f5c\u7684\u201c\u53ef\u89c2\u6d4b\u6027\u201d\u4e0e\u201c\u53ef\u64cd\u4f5c\u6027\u201d\u3002\u5b83\u5c06\u6563\u843d\u5728\u804a\u5929\u8bb0\u5f55\u4e2d\u7684\u788e\u7247\u5316\u4fee\u6b63\uff0c\u6c89\u6dc0\u4e3a\u7ed3\u6784\u5316\u7684\u9879\u76ee\u89c4\u5219\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u4e3a\u56e2\u961f\u79ef\u7d2f\u5982\u4f55\u4e0eAI\u9ad8\u6548\u534f\u4f5c\u7684\u201c\u5143\u77e5\u8bc6\u201d\u3002\u5b83\u7684\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u5176\u89c4\u5219\u751f\u6210\u4e0e\u7ef4\u62a4\u7684\u201c\u4fe1\u566a\u6bd4\u201d\uff0c\u4ee5\u53ca\u80fd\u5426\u878d\u5165\u5f00\u53d1\u8005\u7684\u81ea\u7136\u5de5\u4f5c\u6d41\uff0c\u800c\u975e\u6210\u4e3a\u53c8\u4e00\u4e2a\u9700\u8981\u7ef4\u62a4\u7684\u201c\u526f\u9a7e\u9a76\u7684\u526f\u9a7e\u9a76\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">CodeYam CLI & Memory<\/span>\n <\/div>\n<div class=\"comment-content\">We built CodeYam Memory because Claude Code kept repeating the same mistakes and our claude.md files got stale. CodeYam Memory uses a background agent to review your coding session transcripts, identifies confusion patterns, and generates targeted rules with proper scoping. This is a small first step towards our vision of exploring the ideal AI-native development experience, packaged as a lightweight CLI that you can use wherever you use Claude Code.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey PH community! I\u2019m Nadia, one of the makers. Happy to answer anything.<\/p>\n<p>We built CodeYam Memory because Claude Code kept making the same mistakes on our codebase. Our claude [dot] md files quickly got stale and maintaining by hand or with Claude wasn\u2019t sufficient. <\/p>\n<p>While digging into this we found that Claude has a native rules system that allowed us to target specific parts of our repo with path matching. This was ideal for our use case but trying to manage these rules by hand was already not working and would be even harder with more granular, targeted rules.<\/p>\n<p>CodeYam Memory uses a background agent to review your coding session transcripts, identifies confusion patterns, and generates targeted rules with proper scoping. You review and approve everything. Dashboard for auditing, a background-agent review process so nothing goes stale as code changes, tracking of everything lives in a simple file in git.<\/p>\n<p>How to Get Started:<\/p>\n<p>Install:<br \/>\nnpm install -g @codeyam\/codeyam-cli@latest<\/p>\n<p>Then from your project root run:<br \/>\ncodeyam<\/p>\n<p>This will launch a dashboard with further instructions for initializing CodeYam Memory.<\/p>\n<p>Free, runs locally, no login required, and language agnostic. Would love feedback.<\/p>\n<p>Some context on what \u201crules\u201d are for people who haven\u2019t seen them: Claude Code has a built-in system for structured context beyond claude.md files. Rules support path matching (apply context only to specific files\/directories), scoped organization, and structured formatting. <\/p>\n<p>We have been running CodeYam Memory on our own repo for the past few weeks. The main difference we see is fewer repeated mistakes and less manual context maintenance. It\u2019s still early, but it has meaningfully improved how we work with Claude Code.<\/p>\n<p>If discussion gets too long for HN threads, we also have a Discord for questions and feedback: <a href=\"https:\/\/discord.gg\/eFPUs7CeFw\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/discord.gg\/eFPUs7CeFw<\/a><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Oh this is solving a real pain point. I use Claude Code daily and the <a href=\"http:\/\/CLAUDE.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">CLAUDE.md<\/a> file situation gets messy fast, especially when you’re juggling multiple features across different parts of the codebase. The background agent reviewing transcripts is a clever approach. Does it handle conflicting rules well? Like if one session teaches it something that contradicts a previous rule?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mihir_kanzariya\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mihir_kanzariya<\/a> Yes it should. The background agent reviews all rules and should catch any conflicts. We also have a pre-written prompt that you can run at any time to audit all rules, look for any inconsistencies or inefficiently communicated rules, etc. and clean them up. Generally speaking, though, we have never had a problem with conflicting rules in our own usage.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>oh man this hits close. been building a desktop app with Claude Code for months and the CLAUDE.md staleness problem is probably our #1 source of wasted time. you write great instructions, they work for a week, then the codebase evolves and the agent starts doing weird things because the context is outdated.<\/p>\n<p>we ended up with this whole system of CLAUDE.md + AGENTS.md + skills files and honestly keeping them in sync is like its own part-time job at this point.<\/p>\n<p>curious about the “confusion pattern” detection \u2014 how does it figure out when Claude is confused vs when the instructions are just ambiguous? those feel like two different problems to me but maybe I’m wrong. also does it work with sub-agents \/ multi-agent setups or only single CLAUDE.md?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jarmo_tuisk2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jarmo_tuisk2<\/a> The background agent has instructions and examples of what to look for. The primary goal is to look for something confusing that is likely to happen again in a future session. It doesn’t always get it right, though, so we do review our rules on a regular basis. The dashboard provides good tools to help with reviewing and auditing rules so you can keep all rules clean and tidy easily.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jarmo_tuisk2\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jarmo_tuisk2<\/a> Regarding the sub-agents, multi-agents: rules are a built in Claude Code mechanism: <a href=\"https:\/\/code.claude.com\/docs\/en\/memory#organize-rules-with-claude%2Frules%2F\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/code.claude.com\/docs\/en\/memory#organize-rules-with-claude%2Frules%2F<\/a> that get loaded in to context when the rule path matches the file being worked on so I believe this will work with any Claude agent in the working session.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is super cool and great for us as startup heavily using claude code. How does this compare to Claude’s Memory Tool? <a href=\"https:\/\/platform.claude.com\/docs\/en\/agents-and-tools\/tool-use\/memory-tool\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/platform.claude.com\/docs\/en\/agents-and-tools\/tool-use\/memory-tool<\/a> <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@amelia_wampler\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@amelia_wampler<\/a> great question. <a href=\"https:\/\/www.producthunt.com\/products\/claude-code\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"claude-code\" target=\"_blank\" rel=\"noopener\">@Claude Code<\/a>‘s own memory tool is actually something we’re using too. In our experience, and with what we’ve seen from Claude, it’s a much more casual and black box experience. <\/p>\n<\/p>\n<p>We needed something more aggressive at extracting out anything complex or confusing to ensure that future sessions had better information and we wanted complete visibility into what memories were being created so we could fix them if they weren’t great and ensure that they weren’t impacting the context window too much, so we built out a rather robust dashboard experience to handle that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a real problem. We’ve burned a lot of time manually updating <a href=\"http:\/\/claude.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">claude.md<\/a> files that drift out of sync with how the codebase actually works. Background agent approach makes a lot of sense. Checking this out! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jamesclift\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jamesclift<\/a> thanks, and same on previously spending too much time on updating <a href=\"https:\/\/claude.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">claude.md<\/a> files that go stale. Trying to catch and maintain those was a huge pain for us as well. If you have any feedback or questions, just let me know. Would love to hear what you think!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is exciting and feels right on time, I was running into issues with claude md just this morning. Looking forward to trying this out and congratulations to the CodeYam team on their launch!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@pablo_diaz7\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@pablo_diaz7<\/a> thank you and hope it\u2019s helpful! We\u2019d love to hear what you think once you\u2019ve had a chance to try it out.<\/p>\n<\/p>\n<p>If you have any questions, feedback, or issues, just let me know and I\u2019m happy to help. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Have been using CodeYam for weeks; the “confusion archaeology” is SPOT ON, and frankly these insights were great for my team as well as the agents.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@jmckenty\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@jmckenty<\/a> thank you so much, and really glad to hear! If you have feedback, feature requests or questions, reach out any time. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the stale <a href=\"http:\/\/claude.md\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">claude.md<\/a> problem is real and you’ve nailed the fix for project context. what i keep running into is the other half of the cold start – claude doesn’t know who the developer is either. role, preferences, how they like to work. codeyam handles what the codebase needs claude to know. been working on the human side of that same gap with northr identity. feels like these two would stack well.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ivo_gospodinov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivo_gospodinov<\/a> thanks, I really appreciate this. <\/p>\n<\/p>\n<p>Totally agree there are two halves to the cold start problem: what the agent needs to know about the codebase, and what it should know about the developer.<\/p>\n<\/p>\n<p>We started with the project side because Claude Code getting lost or confused in our fairly complex codebase was the pain we were feeling most, but the human layer is very interesting too. Would love to learn more about what you’ve been building and exploring with northr identity!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#14<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/VLDP2PLGALPZH2\" class=\"app-title\">MorphMind: A Steerable AI Platform<\/a><\/p>\n<div class=\"one-liner\">Build a team of AI specialists that deliver quality work<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">113<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>MorphMind\u5c06AI\u4ece\u4e00\u4e2a\u9ed1\u76d2\u804a\u5929\u673a\u5668\u4eba\u8f6c\u53d8\u4e3a\u53ef\u81ea\u5b9a\u4e49\u3001\u53ef\u5f15\u5bfc\u7684\u4e13\u5bb6\u56e2\u961f\uff0c\u5728\u590d\u6742\u7684\u7814\u7a76\u3001\u5206\u6790\u548c\u51b3\u7b56\u652f\u6301\u7b49\u573a\u666f\u4e2d\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5bf9AI\u8f93\u51fa\u7ed3\u679c\u7f3a\u4e4f\u900f\u660e\u5ea6\u3001\u63a7\u5236\u529b\u548c\u53ef\u8ffd\u6eaf\u6027\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/416890c8-567b-47a2-8b2e-2005d04795cf.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4faa66f-df92-46eb-85e3-f8a7732520ba.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fd3826bb-6c28-4c17-a56f-9817711578a0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/312f7600-6885-42fa-a82a-6f9530208017.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/837ee925-3d3d-42a5-9a78-f137c66b5ae5.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/EBAIyO9CamI\"><source src=\"https:\/\/youtu.be\/EBAIyO9CamI\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Tech<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u53ef\u5f15\u5bfcAI<\/span><br \/>\n <span class=\"tag\">AI\u4ee3\u7406\u56e2\u961f<\/span><br \/>\n <span class=\"tag\">\u53ef\u8ffd\u6eaf\u6027<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u89d2\u8272\u5b9a\u5236<\/span><br \/>\n <span class=\"tag\">\u77e5\u8bc6\u590d\u7528<\/span><br \/>\n <span class=\"tag\">AI\u9879\u76ee\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1aAI<\/span><br \/>\n <span class=\"tag\">\u667a\u80fd\u4f53\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4eba\u673a\u534f\u4f5c<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u201c\u53ef\u5f15\u5bfc\u7684\u4e13\u5bb6\u56e2\u961f\u201d\u7406\u5ff5\u548c\u53ef\u8ffd\u6eaf\u63a8\u7406\u529f\u80fd\uff0c\u8ba4\u4e3a\u5bf9\u5b9e\u9645\u5de5\u4f5c\u6d41\u81f3\u5173\u91cd\u8981\u3002\u4e3b\u8981\u95ee\u9898\u96c6\u4e2d\u4e8e\u8de8\u9879\u76ee\u77e5\u8bc6\/\u5de5\u4f5c\u6d41\u5982\u4f55\u5b89\u5168\u51c6\u786e\u5730\u590d\u7528\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u901a\u8fc7\u201c\u4e13\u5bb6\u201d\u4f5c\u4e3a\u6301\u4e45\u5316\u8f7d\u4f53\u6765\u79ef\u7d2f\u7ed3\u6784\u5316\u7ecf\u9a8c\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n MorphMind\u7684\u91ce\u5fc3\u4e0d\u5728\u4e8e\u6253\u9020\u53e6\u4e00\u4e2a\u66f4\u5f3a\u5927\u7684\u201c\u5168\u80fd\u578b\u201dAI\u52a9\u624b\uff0c\u800c\u662f\u8bd5\u56fe\u89e3\u6784\u5e76\u91cd\u6784\u4eba\u673a\u534f\u4f5c\u7684\u8303\u5f0f\u3002\u5176\u6838\u5fc3\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u662f\u4ea7\u54c1\u54f2\u5b66\u4e0a\u7684\u8f6c\u5411\uff1a\u4ece\u8ffd\u6c42\u201c\u7b54\u6848\u7684\u751f\u6210\u201d\u8f6c\u5411\u201c\u8fc7\u7a0b\u7684\u6cbb\u7406\u201d\u3002\u5b83\u654f\u9510\u5730\u51fb\u4e2d\u4e86\u5f53\u524d\u4f01\u4e1a\u7ea7AI\u5e94\u7528\u7684\u771f\u5b9e\u8f6f\u808b\u2014\u2014\u5931\u63a7\u611f\u3002\u5f53AI\u5f00\u59cb\u6d89\u8db3\u7814\u7a76\u3001\u5206\u6790\u3001\u51b3\u7b56\u7b49\u590d\u6742\u94fe\u6761\u65f6\uff0c\u5355\u6b21\u6027\u7684\u3001\u9ed1\u76d2\u7684\u5bf9\u8bdd\u6a21\u5f0f\u7acb\u523b\u663e\u5f97\u7b28\u62d9\u800c\u5371\u9669\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u63d0\u51fa\u7684\u201c\u53ef\u5f15\u5bfc\u7684\u4e13\u5bb6\u56e2\u961f\u201d\u6a21\u578b\uff0c\u672c\u8d28\u4e0a\u662f\u5c06\u9879\u76ee\u7ba1\u7406\u4e0e\u8d28\u91cf\u63a7\u5236\u7684\u6210\u719f\u601d\u60f3\u6ce8\u5165AI\u534f\u4f5c\u6d41\u7a0b\u3002\u901a\u8fc7\u89d2\u8272\u5206\u914d\u3001\u8fc7\u7a0b\u68c0\u67e5\u3001\u4e2d\u9014\u4ecb\u5165\u548c\u77e5\u8bc6\u590d\u7528\uff0c\u5b83\u8bd5\u56fe\u5c06AI\u7684\u8f93\u51fa\u4ece\u201c\u6982\u7387\u6027\u827a\u672f\u201d\u8f6c\u53d8\u4e3a\u201c\u53ef\u7ba1\u7406\u7684\u5de5\u7a0b\u201d\u3002\u8fd9\u76f4\u6307\u4e13\u4e1a\u5de5\u4f5c\u573a\u666f\u4e2d\u95ee\u8d23\u5236\u3001\u4e00\u81f4\u6027\u4e0e\u77e5\u8bc6\u6c89\u6dc0\u7684\u6838\u5fc3\u9700\u6c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u4e13\u5bb6\u201d\u80fd\u8de8\u9879\u76ee\u79ef\u7d2f\u7ecf\u9a8c\u5e76\u5b89\u5168\u590d\u7528\uff0c\u662f\u7406\u60f3\u4e5f\u662f\u6700\u5927\u7684\u98ce\u9669\u70b9\u3002\u8fd9\u6d89\u53caAI\u667a\u80fd\u4f53\u7684\u957f\u671f\u8bb0\u5fc6\u3001\u504f\u597d\u6cdb\u5316\u4e0e\u8fb9\u754c\u63a7\u5236\u7b49\u4e00\u7cfb\u5217\u672a\u5b8c\u5168\u89e3\u51b3\u7684\u6280\u672f\u6311\u6218\u3002\u4ea7\u54c1\u82e5\u6210\u529f\uff0c\u5c06\u5f00\u8f9f\u4f01\u4e1aAI\u5e94\u7528\u7684\u65b0\u5c42\uff1b\u82e5\u5176\u201c\u4e13\u5bb6\u201d\u7684\u590d\u7528\u903b\u8f91\u51fa\u73b0\u504f\u5dee\u6216\u201c\u5e7b\u89c9\u201d\uff0c\u5219\u53ef\u80fd\u653e\u5927\u9519\u8bef\uff0c\u5f62\u6210\u590d\u5408\u578b\u98ce\u9669\u3002\u5b83\u771f\u6b63\u7684\u8003\u9a8c\u5728\u4e8e\uff0c\u80fd\u5426\u5728\u201c\u53ef\u5f15\u5bfc\u201d\u7684\u7075\u6d3b\u6027\u4e0e\u201c\u53ef\u4fe1\u4efb\u201d\u7684\u7a33\u5b9a\u6027\u4e4b\u95f4\u627e\u5230\u7cbe\u5999\u7684\u5e73\u8861\uff0c\u8fd9\u8fdc\u975e\u4e00\u4e2a\u4ea7\u54c1\u8bbe\u8ba1\u5c31\u80fd\u89e3\u51b3\uff0c\u66f4\u9700\u8981\u5e95\u5c42AI\u884c\u4e3a\u7684\u6839\u672c\u6027\u8fdb\u6b65\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">MorphMind: A Steerable AI Platform<\/span>\n <\/div>\n<div class=\"comment-content\">MorphMind turns AI from a black-box chatbot into a team of customizable AI specialists you can actually steer. Build expert teams, assign roles, inspect their work, jump in to guide them, and reuse what they learn across projects. Instead of just accepting or rejecting an answer, you can question reasoning, redo specific steps, and keep a traceable trail of sources and computations. We built MorphMind for people who want AI that is not only powerful, but steerable.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt \ud83d\udc4b<\/p>\n<p>I\u2019m Jie, cofounder and CEO of MorphMind.<\/p>\n<p>Before starting MorphMind, I spent years working in AI research and also watching how people actually use AI in real work. Again and again, I saw the same pattern: AI was getting more powerful, but people were not feeling more in control. In many cases, the opposite was happening.<\/p>\n<p>For brainstorming, chat works great. But when the work becomes more complex \u2014 research, analysis, writing, decision support \u2014 the real pain shows up fast. People do not just need an answer. They need to know where it came from, what reasoning led to it, which part to fix, and how to guide the process without restarting everything from scratch.<\/p>\n<p>That kept bothering us.<\/p>\n<p>Too often, using AI means re-explaining context, checking every claim, correcting the same mistake twice, and trying to steer a system that only really gives you two choices: accept or regenerate. It feels less like working with a capable partner and more like supervising a very fast but unreliable intern.<\/p>\n<p>So we started asking a different question:<\/p>\n<p>What if AI were not just more powerful \u2014 but more steerable?<\/p>\n<p>That question became the foundation for MorphMind.<\/p>\n<p>Instead of one black-box assistant, MorphMind lets you work with a customizable team of AI specialists. You can assign roles, inspect their work, jump in mid-process, redirect them when needed, and reuse what they learn across projects. Our goal is to make AI feel less like a slot machine and more like a team you can actually lead.<\/p>\n<p>We believe the next wave of AI will not be defined only by raw capability. It will be defined by whether people can truly guide it, trust it, and build with it.<\/p>\n<p>That is why we built MorphMind.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>14<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Love the steerable specialist team idea\u2014traceable reasoning is huge for real workflows. Shared with our dev team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>6<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@lev_kerzhner\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@lev_kerzhner<\/a> Thanks so much, Lev. Really appreciate that!<\/p>\n<p>That\u2019s exactly how we think about it too: in real workflows, traceability stops being optional. In some ways, the goal is less \u201cone all-knowing AI assistant\u201d and more a <strong>Monkey King\u2013style team you can actually direct<\/strong>. Thanks for sharing it with your dev team.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does MorphMind ensure that knowledge and workflows learned by AI specialists in one project are accurately and safely transferred for reuse in different projects?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>5<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mordrag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mordrag<\/a> Thanks, Denis \u2014 great question!<\/p>\n<p>A simple way to think about it is: a specialist in MorphMind is not a one-off chat session. It\u2019s more like a persistent team member you can bring across projects.<\/p>\n<\/p>\n<p>That means reuse happens through the specialist itself: it can carry forward <strong>role-specific memory, workflow habits, and prior experience<\/strong> within its boundary \u2014 much like a real researcher or analyst gets better over time by working with you repeatedly.<\/p>\n<\/p>\n<p>So instead of copying raw context from one project into another, we keep the <strong>same specialist<\/strong> and let it accumulate structured experience: how you like sources evaluated, how findings should be synthesized, what standards matter to you, and how that role has worked in past projects.<\/p>\n<\/p>\n<p>The screenshot at bottom gives a glimpse of that model: the specialist has defined skills, memory, and prior experiences that continue to build over time.<\/p>\n<\/p>\n<p>That\u2019s the direction we care about: reusing a great mind through a specialist that stays steerable and continuously morphing.<\/p>\n<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/9ee1bda9-084a-40db-9b20-ab4eb0bcb639.png?auto=compress&codec=mozjpeg&cs=strip&auto=format\" style=\"max-width: 100%\"><\/p>\n<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>If you want the full story behind why we built MorphMind \u2014 including three real scenarios we tested on ourselves before launching \u2014 here’s our launch essay: <a href=\"https:\/\/medium.com\/@jie_87656\/the-more-powerful-ai-gets-the-more-anxious-you-feel-thats-not-a-model-problem-f7e6f2ec3226\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/medium.com\/@jie_87656\/the-more-powerful-ai-gets-the-more-anxious-you-feel-thats-not-a-model-problem-f7e6f2ec3226<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really love this building your own multi- AI-agents platform. I tried the product to start a literature-based science research. It improves my efficiency immediately while having all the reference source accurate. I cannot wait to try its newly released version. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#15<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/C3O62EEQVHMNFK\" class=\"app-title\">ELVES<\/a><\/p>\n<div class=\"one-liner\">Summon your army of AI agents<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">106<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>ELVES\u4e3aClaude Code\u7b49AI\u7f16\u7a0b\u4ee3\u7406\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5177\u5907\u5171\u4eab\u5de5\u4f5c\u7a7a\u95f4\u3001\u8bb0\u5fc6\u5c42\u548c\u7edf\u4e00\u90e8\u7f72\u70b9\u7684\u672c\u5730\u7ba1\u7406\u5e73\u53f0\uff0c\u89e3\u51b3\u4e86\u591a\u4ee3\u7406\u5207\u6362\u6df7\u4e71\u3001\u4e0a\u4e0b\u6587\u4e22\u5931\u548c\u8d44\u6e90\u6d88\u8017\u4e0d\u900f\u660e\u7684\u95ee\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f950aec2-841e-424c-a76a-ec441c3bf10f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e9481223-0aff-41fe-b96f-0cab66031c9d.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/29c82ad3-1523-4cbc-9ba1-1d110cf498a3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/f4875037-cd50-4d10-b954-06a46802bf73.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/cb3ebae4-babf-4202-a378-7a75a2dfcae1.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/241c687f-9a96-4001-951c-4c8f2aa7718a.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Developer Tools<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">YC Application<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u7f16\u7a0b\u52a9\u624b\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5f00\u53d1\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u591a\u4ee3\u7406\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u4e0a\u4e0b\u6587\u6301\u4e45\u5316<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u7a7a\u95f4\u9694\u79bb<\/span><br \/>\n <span class=\"tag\">\u6027\u80fd\u76d1\u63a7\u4eea\u8868\u76d8<\/span><br \/>\n <span class=\"tag\">\u5f00\u6e90\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5f00\u53d1\u8005\u751f\u4ea7\u529b<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\uff08\u5305\u62ec\u5f00\u53d1\u8005\u672c\u4eba\uff09\u80af\u5b9a\u5176\u89e3\u51b3\u4e86AI\u7f16\u7a0b\u4ee3\u7406\u4f1a\u8bdd\u9694\u79bb\u3001\u624b\u52a8\u914d\u7f6e\u7e41\u7410\u53ca\u8d44\u6e90\u6d88\u8017\u4e0d\u900f\u660e\u7b49\u75db\u70b9\u3002\u7279\u522b\u6307\u51fa\u5176SQLite\u8bb0\u5fc6\u5c42\u4e0e\u76f8\u5173\u6027\u8870\u51cf\u67b6\u6784\u8bbe\u8ba1\u5408\u7406\u3002\u540c\u65f6\u63d0\u51fa\u66f4\u9ad8\u7ef4\u5ea6\u7684\u201c\u5f00\u53d1\u8005\u8eab\u4efd\u201d\u6301\u4e45\u5316\u662f\u5f85\u89e3\u51b3\u95ee\u9898\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ELVES\u770b\u4f3c\u662f\u4e00\u4e2aAI\u7f16\u7a0b\u4ee3\u7406\u7684\u201c\u7ba1\u7406\u5916\u58f3\u201d\uff0c\u4f46\u5176\u771f\u6b63\u4ef7\u503c\u5728\u4e8e\u5b83\u8bd5\u56fe\u4e3a\u5f53\u524d\u79bb\u6563\u3001\u77ed\u89c6\u4e14\u201c\u5931\u5fc6\u201d\u7684AI\u7f16\u7801\u4f53\u9a8c\uff0c\u6784\u5efa\u4e00\u5957\u7cfb\u7edf\u6027\u7684\u672c\u5730\u5de5\u7a0b\u5316\u57fa\u7840\u8bbe\u65bd\u3002\u5b83\u4e0d\u751f\u4ea7\u4ee3\u7801\uff0c\u800c\u662f\u7ba1\u7406\u201c\u751f\u4ea7\u4ee3\u7801\u7684AI\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u7280\u5229\u5730\u5207\u4e2d\u4e86\u5f53\u524d\u5f00\u53d1\u8005\u4f7f\u7528Claude Code\u7b49\u5de5\u5177\u65f6\u7684\u6838\u5fc3\u77db\u76fe\uff1aAI\u80fd\u529b\u5f3a\u5927\uff0c\u4f46\u4ea4\u4e92\u6a21\u5f0f\u539f\u59cb\u3002\u624b\u52a8\u7f16\u8f91Markdown\/JSON\u914d\u7f6e\u3001\u4f1a\u8bdd\u95f4\u72b6\u6001\u6e05\u96f6\u3001\u591a\u4efb\u52a1\u51b2\u7a81\u3001\u8d44\u6e90\u6d88\u8017\u9ed1\u76d2\uff0c\u8fd9\u4e9b\u75db\u70b9\u8ba9AI\u8f85\u52a9\u4ece\u201c\u667a\u80fd\u201d\u5012\u9000\u4e3a\u201c\u624b\u5de5\u52b3\u52a8\u201d\u3002ELVES\u901a\u8fc7\u5de5\u4f5c\u6811\u9694\u79bb\u89e3\u51b3\u51b2\u7a81\uff0c\u901a\u8fc7SQLite\u8bb0\u5fc6\u5c42\u5b9e\u73b0\u5e26\u8870\u51cf\u7684\u4e0a\u4e0b\u6587\u6301\u4e45\u5316\uff0c\u5e76\u5c06\u5e95\u5c42\u9065\u6d4b\u6570\u636e\u53ef\u89c6\u5316\uff0c\u672c\u8d28\u4e0a\u662f\u5728\u4e3aAI\u7f16\u7a0b\u5f15\u5165\u7248\u672c\u63a7\u5236\uff08git worktree\uff09\u3001\u72b6\u6001\u7ba1\u7406\uff08\u8bb0\u5fc6\u5c42\uff09\u548c\u53ef\u89c2\u6d4b\u6027\uff08\u4eea\u8868\u76d8\uff09\u8fd9\u4e9b\u8f6f\u4ef6\u5de5\u7a0b\u7684\u6838\u5fc3\u8303\u5f0f\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u4e0e\u4ef7\u503c\u5e76\u5b58\u3002\u9996\u5148\uff0c\u5b83\u6df1\u5ea6\u7ed1\u5b9a\u7279\u5b9aAI\u5de5\u5177\uff08Claude\/Codex\uff09\uff0c\u751f\u6001\u4f9d\u8d56\u6027\u8f83\u5f3a\u3002\u5176\u6b21\uff0c\u5176\u201c\u8bb0\u5fc6\u8870\u51cf\u201d\u673a\u5236\u867d\u88ab\u8bc4\u8bba\u8d5e\u8bb8\u4e3a\u907f\u514d\u201c\u9648\u65e7\u4e0a\u4e0b\u6587\u6bd2\u5bb3\u201d\uff0c\u4f46\u8870\u51cf\u7b56\u7565\u7684\u666e\u9002\u6027\u4e0e\u53ef\u914d\u7f6e\u6027\u5c06\u662f\u5173\u952e\uff0c\u5426\u5219\u53ef\u80fd\u4ece\u201c\u4fdd\u5b58\u4e00\u5207\u201d\u7684\u6781\u7aef\u8d70\u5411\u201c\u9057\u5fd8\u91cd\u8981\u4fe1\u606f\u201d\u7684\u53e6\u4e00\u6781\u7aef\u3002\u6700\u540e\uff0c\u6b63\u5982\u8bc4\u8bba\u6240\u6307\uff0c\u5b83\u89e3\u51b3\u4e86\u201c\u4f55\u4e8b\u88ab\u505a\u201d\u7684\u8bb0\u5fc6\uff0c\u4f46\u672a\u89e3\u51b3\u201c\u4f55\u4eba\u64cd\u4f5c\u201d\u7684\u8eab\u4efd\u4e0e\u504f\u597d\u5c42\uff0c\u8fd9\u63d0\u793aAI\u7f16\u7a0b\u4ee3\u7406\u7684\u7ba1\u7406\u6b63\u5728\u4ece\u5de5\u5177\u5c42\u9762\u5411\u201c\u5f00\u53d1\u8005\u6570\u5b57\u5b6a\u751f\u201d\u7684\u66f4\u6df1\u5c42\u6b21\u6f14\u8fdb\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cELVES\u4ee3\u8868\u4e86AI\u7f16\u7a0b\u5de5\u5177\u4ece\u201c\u5355\u6b21\u5bf9\u8bdd\u73a9\u5177\u201d\u5411\u201c\u53ef\u6301\u7eed\u96c6\u6210\u7684\u5de5\u4f5c\u4f19\u4f34\u201d\u6f14\u8fdb\u7684\u91cd\u8981\u4e00\u6b65\u3002\u5b83\u7684\u5f00\u6e90\u4e0e\u672c\u5730\u5316\u7acb\u573a\uff0c\u5728\u6570\u636e\u9690\u79c1\u654f\u611f\u7684\u5f00\u53d1\u573a\u666f\u4e2d\u5177\u5907\u4f18\u52bf\uff0c\u4f46\u5176\u957f\u8fdc\u4ef7\u503c\u53d6\u51b3\u4e8e\u80fd\u5426\u6210\u4e3aAI\u7f16\u7a0b\u4ee3\u7406\u95f4\u534f\u4f5c\u4e0e\u96c6\u6210\u7684\u201c\u4e8b\u5b9e\u6807\u51c6\u201d\u5c42\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u4e00\u4e2a\u4f18\u79c0\u7684\u5916\u6302\u63d2\u4ef6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">ELVES<\/span>\n <\/div>\n<div class=\"comment-content\">Switching between AI coding agents is chaos. ELVES gives them a shared workspace, shared memory, and a single place to ship from. Works with Claude Code & Codex!<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Been hacking on this for a bit and figured I’d share since it scratches a specific itch I kept running into with Claude Code\/Codex.<\/p>\n<p>Every session starts cold. Skills and MCP configs are just dotfiles you edit by hand. Running multiple agents means they stomp on each other. And I had zero visibility into which projects were eating my tokens. So we built ELVES to fix that.<\/p>\n<p>Here’s what it actually does:<\/p>\n<p>You can browse, edit, and install skills from a UI instead of hand-editing markdown. Same for MCP servers \u2014 toggle them on\/off instead of messing with JSON. Each task spins up in its own git worktree with an embedded terminal, so you can run multiple agents without conflicts. There’s a file explorer with a split view so you can watch the agent work alongside your code. A SQLite-backed memory layer persists context across sessions with relevance decay so old stuff fades out naturally. And it parses the telemetry Claude Code already writes to ~\/.claude\/ into actual readable dashboards \u2014 token usage by model, cache hit rates, session timelines, activity heatmaps, that kind of thing.<\/p>\n<p>Everything is local. No cloud, no accounts. Spawns a real CLI in a PTY, nothing proprietary. Also supports Codex. MIT licensed, free to use.<\/p>\n<p>One heads up \u2014 the app isn’t notarized by Apple yet, so after installing you’ll need to go to System Settings \u2192 Privacy & Security \u2192 Open Anyway.<\/p>\n<p>Still early and rough around the edges. Give it a try and let me know what you think \u2014 feedback, feature requests, and issues are all welcome on GitHub.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the SQLite memory layer with relevance decay is the right architecture. project context that fades naturally is much better than stale context that poisons the agent. the gap i keep seeing is the layer above – who the developer is doesn’t persist anywhere either. working on that with northr identity. same problem, different stack.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ivo_gospodinov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivo_gospodinov<\/a> Really appreciate you picking up on that, yes the decay mechanism was one of those design decisions we debated a lot. Stale context is genuinely worse than no context in most cases.<\/p>\n<p>The developer identity layer is a fascinating dimension we haven’t fully tackled yet. Right now ELVES persists <em>what<\/em> was worked on, but you’re right that <em>who<\/em> is working and their preferences\/patterns is a separate unsolved problem. Would love to see what northr is doing there as the two layers feel complementary. Checking it out!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#16<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/HCLSOSKRVYLG7Y\" class=\"app-title\">Nativeline AI + Cloud<\/a><\/p>\n<div class=\"one-liner\">Native Swift apps + a real cloud database. One prompt away.<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">104<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63cf\u8ff0\uff0c\u5373\u53ef\u5feb\u901f\u751f\u6210\u5305\u542b\u539f\u751fSwiftUI\u754c\u9762\u548c\u5185\u7f6e\u4e91\u6570\u636e\u5e93\u7684\u5168\u6808\u82f9\u679c\u5e73\u53f0\u5e94\u7528\u7684\u4e00\u4f53\u5316\u5f00\u53d1\u5e73\u53f0\uff0c\u89e3\u51b3\u4e86\u72ec\u7acb\u5f00\u53d1\u8005\u548c\u521d\u521b\u56e2\u961f\u5728\u539f\u578b\u9a8c\u8bc1\u548c\u4ea7\u54c1\u4e0a\u7ebf\u8fc7\u7a0b\u4e2d\uff0c\u56e0\u5de5\u5177\u94fe\u5272\u88c2\u3001\u540e\u7aef\u642d\u5efa\u590d\u6742\u800c\u5bfc\u81f4\u7684\u5f00\u53d1\u6548\u7387\u4f4e\u4e0b\u548c\u52a8\u529b\u4e27\u5931\u7684\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/77bb32fa-ba92-47dc-a4da-09f72d874c88.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/ea39e207-82a9-4cb2-9597-6956f1c36c06.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1a0a6217-0b19-436a-9008-f4e092d43274.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/d6417b5b-ecb4-4aa9-a598-ea6de34fb011.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/b0856757-ca0a-4f51-a0bb-e154e7bc95da.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/692d144a-1157-41a3-a5ef-09c555ce458e.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/oKmwvtAzWys\"><source src=\"https:\/\/youtu.be\/oKmwvtAzWys\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Artificial Intelligence<\/span><br \/>\n <span class=\"tag\">Database<\/span><br \/>\n <span class=\"tag\">Vibe coding<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u5e94\u7528\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u539f\u751fSwift<\/span><br \/>\n <span class=\"tag\">\u5168\u6808\u5e73\u53f0<\/span><br \/>\n <span class=\"tag\">\u4e91\u6570\u636e\u5e93<\/span><br \/>\n <span class=\"tag\">\u5feb\u901f\u539f\u578b<\/span><br \/>\n <span class=\"tag\">\u82f9\u679c\u751f\u6001<\/span><br \/>\n <span class=\"tag\">\u65e0\u4ee3\u7801\/\u4f4e\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u5e94\u7528\u53d1\u5e03<\/span><br \/>\n <span class=\"tag\">\u540e\u7aef\u5373\u670d\u52a1<\/span><br \/>\n <span class=\"tag\">\u4e00\u4f53\u5316\u5f00\u53d1<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8d5e\u8d4f\u5176\u201c\u4e00\u4f53\u5316\u201d\u7406\u5ff5\u548c\u751f\u6210\u771f\u6b63\u539f\u751f\u5e94\u7528\u7684\u80fd\u529b\uff0c\u8ba4\u4e3a\u80fd\u6781\u5927\u63d0\u5347\u5f00\u53d1\u901f\u5ea6\u3002\u4e3b\u8981\u5173\u5207\u70b9\u96c6\u4e2d\u5728\u5e73\u53f0\u9501\u5b9a\u98ce\u9669\uff08\u6570\u636e\u80fd\u5426\u5bfc\u51fa\uff09\u3001\u751f\u6210\u4ee3\u7801\u7684\u8c03\u8bd5\u673a\u5236\uff0c\u4ee5\u53ca\u5e94\u7528\u5546\u5e97\u63d0\u4ea4\u6d41\u7a0b\u7684\u81ea\u52a8\u5316\u7a0b\u5ea6\u3002\u521b\u59cb\u4eba\u56de\u5e94\u79f0\u652f\u6301\u6570\u636e\u5bfc\u51fa\uff0c\u5e76\u63d0\u4f9b\u81ea\u52a8\u5316TestFlight\u63d0\u4ea4\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Nativeline AI + Cloud \u7684\u91ce\u5fc3\uff0c\u8fdc\u4e0d\u6b62\u662f\u53c8\u4e00\u4e2a\u201cAI\u751f\u6210\u4ee3\u7801\u201d\u7684\u5de5\u5177\u3002\u5b83\u7cbe\u51c6\u5730\u523a\u4e2d\u4e86\u5f53\u524d\u201cAI\u5e94\u7528\u6784\u5efa\u5668\u201d\u5e02\u573a\u7684\u865a\u4f2a\u75db\u70b9\uff1a\u7edd\u5927\u591a\u6570\u4ea7\u54c1\u4ee5\u201c\u5feb\u901f\u201d\u4e3a\u540d\uff0c\u884c\u201c\u59a5\u534f\u201d\u4e4b\u5b9e\uff0c\u4ea4\u4ed8\u7684\u662f\u6027\u80fd\u4e0e\u4f53\u9a8c\u6b20\u4f73\u7684Web\u5305\u88c5\u5e94\u7528\uff0c\u5e76\u5c06\u6700\u68d8\u624b\u7684\u540e\u7aef\u67b6\u6784\u95ee\u9898\u7559\u7ed9\u5f00\u53d1\u8005\u3002Nativeline\u7684\u98a0\u8986\u6027\u5728\u4e8e\uff0c\u5b83\u8bd5\u56fe\u7528\u4e00\u5957\u5c01\u95ed\u4f46\u5b8c\u6574\u7684\u4f53\u7cfb\uff0c\u91cd\u65b0\u5b9a\u4e49\u201c\u5168\u6808\u201d\u7684\u8fb9\u754c\u2014\u2014\u5c06\u4ece\u524d\u7aef\u7684SwiftUI\u3001ARKit\uff0c\u5230\u540e\u7aef\u7684\u6570\u636e\u5e93\u3001\u8ba4\u8bc1\u3001\u5b58\u50a8\u3001\u51fd\u6570\uff0c\u4e43\u81f3\u6700\u7ec8\u7684\u5e94\u7528\u5546\u5e97\u53d1\u5e03\uff0c\u5168\u90e8\u5c01\u88c5\u5728\u4e00\u4e2a\u4ee5\u63d0\u793a\u8bcd\u9a71\u52a8\u7684\u9ed1\u76d2\u91cc\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u6280\u672f\u4e0a\u7684\u7a81\u7834\uff08\u96c6\u6210\u73b0\u6709\u6280\u672f\uff09\uff0c\u800c\u662f\u4ea7\u54c1\u5b9a\u4f4d\u4e0a\u7684\u201c\u66b4\u529b\u6574\u5408\u201d\u3002\u5b83\u770b\u900f\u4e86\u201c\u5f00\u53d1\u6548\u7387\u201d\u7684\u672c\u8d28\u4e0d\u4ec5\u662f\u5199\u4ee3\u7801\u5feb\uff0c\u66f4\u662f\u6d88\u9664\u4ee4\u4eba\u5d29\u6e83\u7684\u4e0a\u4e0b\u6587\u5207\u6362\u548c\u7cfb\u7edf\u96c6\u6210\u5de5\u4f5c\u3002\u901a\u8fc7\u5c06Supabase\/Firebase\u7684\u540e\u7aef\u80fd\u529b\u4e0eXcode\u7684\u672c\u5730\u5f00\u53d1\u73af\u5883\u201c\u6eb6\u89e3\u201d\u5230\u81ea\u5df1\u7684\u4e91\u5e73\u53f0\u4e2d\uff0c\u5b83\u5411\u76ee\u6807\u7528\u6237\uff08\u72ec\u7acb\u5f00\u53d1\u8005\u3001\u5c0f\u56e2\u961f\uff09\u515c\u552e\u7684\u662f\u4e00\u79cd\u201c\u786e\u5b9a\u6027\u7684\u5feb\u201d\uff1a\u4ece\u60f3\u6cd5\u5230\u53ef\u8fd0\u884c\u3001\u53ef\u4e0a\u67b6\u7684\u5168\u529f\u80fd\u5e94\u7528\uff0c\u8def\u5f84\u88ab\u6781\u5ea6\u7f29\u77ed\u548c\u6807\u51c6\u5316\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u8fd9\u79cd\u201c\u4e00\u7ad9\u5f0f\u201d\u7684\u4fbf\u5229\u80cc\u540e\uff0c\u6f5c\u85cf\u7740\u5de8\u5927\u7684\u6218\u7565\u8d4c\u6ce8\u548c\u98ce\u9669\u3002\u5bf9\u5f00\u53d1\u8005\u800c\u8a00\uff0c\u4fbf\u5229\u6027\u662f\u4ee5\u6df1\u5ea6\u7ed1\u5b9a\u548c\u5e73\u53f0\u4f9d\u8d56\u6027\u4e3a\u4ee3\u4ef7\u7684\u3002\u5c3d\u7ba1\u521b\u59cb\u4eba\u627f\u8bfa\u53ef\u5bfc\u51fa\u6570\u636e\uff0c\u4f46\u5e94\u7528\u67b6\u6784\u3001\u4e1a\u52a1\u903b\u8f91\u4e0eNativeline\u5e73\u53f0\u7684\u8026\u5408\u5ea6\u6781\u53ef\u80fd\u5f88\u9ad8\uff0c\u8fc1\u79fb\u6210\u672c\u4e0d\u5bb9\u5c0f\u89d1\u3002\u5bf9Nativeline\u81ea\u8eab\u800c\u8a00\uff0c\u5b83\u6b63\u8d70\u4e0a\u4e00\u6761\u4e0e\u4e3b\u6d41\u201c\u5f00\u653e\u96c6\u6210\u201d\u8d8b\u52bf\u76f8\u53cd\u7684\u9053\u8def\uff0c\u9700\u8981\u81ea\u884c\u7ef4\u62a4\u6574\u4e2a\u590d\u6742\u7684\u6280\u672f\u6808\uff0c\u5176\u53ef\u9760\u6027\u3001\u6269\u5c55\u6027\u4ee5\u53ca\u80fd\u5426\u8ddf\u4e0a\u82f9\u679c\u6bcf\u5e74\u5e9e\u5927\u7684\u6846\u67b6\u66f4\u65b0\uff0c\u5c06\u662f\u4e25\u5cfb\u7684\u957f\u671f\u8003\u9a8c\u3002\u5b83\u53ef\u80fd\u6210\u4e3a\u5c0f\u56e2\u961f\u201c\u4ece0\u52301\u201d\u7684\u706b\u7bad\uff0c\u4f46\u4e5f\u53ef\u80fd\u6210\u4e3a\u5176\u201c\u4ece1\u5230100\u201d\u7684\u67b7\u9501\u3002\u6210\u529f\u4e0e\u5426\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u201c\u5f00\u7bb1\u5373\u7528\u7684\u9b54\u529b\u201d\u4e0e\u201c\u4f01\u4e1a\u7ea7\u53ef\u63a7\u6027\u201d\u4e4b\u95f4\uff0c\u627e\u5230\u4e00\u4e2a\u53ef\u6301\u7eed\u7684\u5e73\u8861\u70b9\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Nativeline AI + Cloud<\/span>\n <\/div>\n<div class=\"comment-content\">The only native Swift AI app builder with a real cloud database built in. iPhone, iPad, and Mac. AR, Siri, Liquid Glass, menu bar apps, Apple Maps, every Apple framework. Describe your app, watch it build, build your database with a prompt. Auth, storage, functions, analytics, all inside one platform. No Supabase. No Firebase. No Xcode. Your app and your backend. One platform to App Store.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunters! \ud83d\udc4b<\/p>\n<p>Today I’m launching Nativeline AI + Cloud, the fastest way to go from idea to a full stack native Swift app, ready for the App Store.<\/p>\n<p>I’ve been building iOS, and Mac apps in Swift for a while. At some point I started looking for AI tools to speed things up – and couldn’t find a single one that actually did Swift well or even at all.<\/p>\n<p>Every tool gave me a web wrapper. Slow. Buggy. No real Apple features. Half the time I was fighting Expo instead of building my app. The tools that were supposed to make things faster were making them worse.<\/p>\n<p>And the worst part? Even after all that, I still didn’t have a real app. Because there was no backend. So now I’m leaving the tool, going to Supabase, setting up tables, wiring APIs, configuring auth. By the time everything was connected, the momentum was dead.<\/p>\n<p>I wasn’t the only one. So I built Nativeline.<\/p>\n<p>\ud83d\udd28 App Building<br \/>\nReal native Swift – SwiftUI, not web wrappers<br \/>\n\u2022 iPhone, iPad, and Mac from one platform<br \/>\n\u2022 Liquid Glass and latest Apple Frameworks built in<br \/>\n\u2022 AR, Siri, Apple Maps, menu bar apps, full access to everything Apple offers.<br \/>\n\u2022 Built-in simulators<br \/>\n\u2022 TestFlight and App Store publishing<br \/>\n\u2022 And more!<\/p>\n<p>\u2601\ufe0f Cloud (launching today)<br \/>\n\u2022 Database you can see and manage inside the app<br \/>\n\u2022 User sign-up and auth – working out of the box<br \/>\n\u2022 File storage<br \/>\n\u2022 Analytics – DAU, sign-ups, usage charts<br \/>\n\u2022 Same power as Supabase – zero setup<\/p>\n<p>No Supabase. No Firebase. No Xcode. Describe your app, the AI builds it, your backend is already there. Real analytics you can show an investor & watch your app grow. Everything from one place.<\/p>\n<p>I built this because building and launching an app should feel exciting, not like how I felt duct-taping five tools together and hoping they talk to each other.<\/p>\n<p>Your app. Your backend. One platform. \ud83d\ude80<\/p>\n<p>What’s been the biggest thing stopping you from shipping your app idea? Would love to hear!<\/p>\n<p>Try Nativeline free at <a href=\"https:\/\/nativeline.ai\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/nativeline.ai<\/a> – and for the PH community, use code NATIVEHUNT for 20% off any plan. \ud83e\udde1<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>4<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>The built-in cloud database is smart for getting prototypes out fast. But what happens if someone builds something real on this and then needs to migrate away? Can you export the data layer, or are you pretty much committed once you start building on Nativeline Cloud?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@juelz hey Julian! You can export. I wouldn\u2019t see the need to as Nativeline Cloud is extremely powerful and is production grade.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Whoa!! so I don’t need supabase anymore…i can do it all in the app? that is significant. so now we’ve moved closer to shorter time to full stack production apps. that is a great benefit for business builders. Well done!!\ud83c\udf89\ud83c\udf89 I”m not sure I’ve seen this in the other app builders. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@uelsimon thank you! You have really helped shape Nativeline where it is now through dozens upon dozens of messages back and fourth of feedback. Looking forward to hearing more about what you think of Nativeline Cloud!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@uelsimon\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@uelsimon<\/a> The move toward more integrated app stacks is definitely interesting.<\/p>\n<p>If developers can manage models, routing, and infrastructure in one layer, it could significantly reduce the complexity of building AI-powered products. Curious how teams will structure their stacks around this.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>wow awesome product man!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@kshitij_mishra4\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kshitij_mishra4<\/a> thank you so much! I appreciate the kind words!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>I have been using <a href=\"https:\/\/www.producthunt.com\/products\/nativeline\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"nativeline\" target=\"_blank\" rel=\"noopener\">@Nativeline<\/a> and this is exactly something i was looking for to build mac apps, it’s so simple to use, everything is straight forward and <a href=\"https:\/\/www.producthunt.com\/@kanepanderson\" data-node-type=\"mention\" data-mention-type=\"user\" data-mention-id=\"kanepanderson\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@kanepanderson<\/a> is so helpful. He’s hustling and completely bootstrapped this which is insane. Mad respect!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@vikas_sabbi hey Vikas! Thanks for the comment appreciate all of the support<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hey Kane! <\/p>\n<p>Congratulation on the launch,<\/p>\n<p>I was wondering how does Nativeline handle debugging or fixing issues once the AI has generated the Swift code?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@ignacio_borrell hey! The agent works through a specific process that we find best for debugging apps, if the build fails the agent tests by building the app then resolves the errors.<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi Kane! Does it also help with passing apple store verification? It was always the part that was slowing me down. Is the Nativeline doing full submission to the store end to end, or I still have to fill it out myself and babysit it?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@mateusz_jacniacki yep! Nativeline does the full submission to TestFlight at the moment. One click<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “wrestling between tools” framing is exactly right kane. that context switching cost is real – and most of it is the same problem every time. chatgpt doesn’t know what you’re building, claude doesn’t know who you are. been building northr identity to fix that specific gap. every session starts with full context. congrats on the launch.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@ivo_gospodinov thanks!!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p><strong>Crazy<\/strong> how easy it is to build an entire app, backend, functions, database, everything, in one spot! It took one single sentence and boom, I had a database in Nativeline Cloud working. Amazing!!!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@destari it\u2019s very crazy how far AI has come<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Very cool stuff! \ud83d\ude42 Looking forward to playing around with it. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@lev_kerzhner thanks!! Give it a shot and let us know wha truly think!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Wow, this solves exactly the pain I’ve been feeling for years!<\/p>\n<p>As someone who’s tried every ‘AI app builder’ out there, I always ended up with half-baked React Native wrappers or fighting Expo + Firebase glue code for weeks. The moment I saw real native SwiftUI + multi-platform (iPhone\/iPad\/Mac) + built-in cloud backend with zero setup\u2026 I literally paused and said ‘finally!’ out loud. The frustration you described\u2014losing momentum after building the UI only to spend days on auth\/tables\/APIs\u2014is so real. Nativeline Cloud sounds like the missing piece that actually lets solo makers ship complete, production-ready apps fast.<br \/>Super excited to try this.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/abs-0.twimg.com\/emoji\/v2\/svg\/1f680.svg\" alt=\"\ud83d\ude80\" title=\"Rocket\" style=\"max-width: 100%\"><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">@rimas_mocevicius exactly! Give it a try!<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#17<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ICHMP6UCQP7DLK\" class=\"app-title\">Typinator 10 <\/a><\/p>\n<div class=\"one-liner\">The fast and private text expander for macOS and iOS<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">102<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>Typinator 10\u662f\u4e00\u6b3e\u9762\u5411macOS\u548ciOS\u7684\u5feb\u901f\u3001\u9690\u79c1\u4f18\u5148\u7684\u6587\u672c\u6269\u5c55\u5de5\u5177\uff0c\u901a\u8fc7\u5c06\u91cd\u590d\u6027\u8f93\u5165\u8f6c\u5316\u4e3a\u5373\u65f6\u6587\u672c\u5feb\u6377\u952e\uff0c\u5728\u90ae\u4ef6\u56de\u590d\u3001\u4ee3\u7801\u7f16\u5199\u3001AI\u63d0\u793a\u8bcd\u8f93\u5165\u7b49\u9ad8\u9891\u6253\u5b57\u573a\u666f\u4e2d\uff0c\u663e\u8457\u63d0\u5347\u7528\u6237\u6548\u7387\u5e76\u4fdd\u969c\u6570\u636e\u5b89\u5168\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/5c9b1586-ddd2-4576-9c35-d151bbf664f5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3ae7288a-f267-4f97-9c0f-657e80463347.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/118dc0bb-05e1-4739-bdb9-c98586fa441c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/47b11916-f232-43ba-a795-922913a6a34c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/bc8f4b94-205e-46f0-8164-c982b2bcc746.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/fb13d1e2-eeb4-407f-b648-7d808377a7f3.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/e45ad1f8-4a6e-4dc1-b19e-44b35fe39a30.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/5bebc79c-e95b-4ae7-8e91-448387c2d7db.jpeg?auto=format\" data-video-url=\"https:\/\/www.youtube.com\/watch?v=Ud4daQm_Np0&list=PLUiIoWmbFObRyLBk1CHaoRuED-_8VqXL4&index=1&t=5s\"><source src=\"https:\/\/www.youtube.com\/watch?v=Ud4daQm_Np0&list=PLUiIoWmbFObRyLBk1CHaoRuED-_8VqXL4&index=1&t=5s\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">iOS<\/span><br \/>\n <span class=\"tag\">Mac<\/span><br \/>\n <span class=\"tag\">Productivity<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u6587\u672c\u6269\u5c55\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u6548\u7387\u63d0\u5347<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u4fdd\u62a4<\/span><br \/>\n <span class=\"tag\">\u8de8\u5e73\u53f0\u540c\u6b65<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">iOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u952e\u76d8\u6269\u5c55<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u4f18\u5148<\/span><br \/>\n <span class=\"tag\">\u81ea\u52a8\u5316\u8f93\u5165<\/span><br \/>\n <span class=\"tag\">Apple Intelligence\u96c6\u6210<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u79ef\u6781\u8bc4\u4ef7\u5176\u8de8\u5e73\u53f0\u540c\u6b65\u548c\u9690\u79c1\u8bbe\u8ba1\uff0c\u8be2\u95eeiOS\u72ec\u7acb\u8d2d\u4e70\u3001\u56fe\u7247\u6269\u5c55\u529f\u80fd\u53caiOS\u7cfb\u7edf\u7ea7\u96c6\u6210\u539f\u7406\u3002\u5f00\u53d1\u8005\u56de\u590d\u786e\u8ba4iOS\u901a\u8fc7\u81ea\u5b9a\u4e49\u952e\u76d8\u5b9e\u73b0\u5168\u5e94\u7528\u8986\u76d6\uff0c\u9700\u5f00\u542f\u5b8c\u5168\u8bbf\u95ee\u6743\u9650\uff0c\u6570\u636e\u672c\u5730\u5b58\u50a8\uff0c\u56fe\u7247\u6269\u5c55\u529f\u80fd\u5df2\u5728Mac\u5b9e\u73b0\uff0ciOS\u5df2\u5217\u5165\u8ba1\u5212\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Typinator 10\u7684\u8fed\u4ee3\uff0c\u8868\u9762\u662f\u529f\u80fd\u6e05\u5355\u7684\u6269\u5145\u2014\u2014\u8de8\u5e73\u53f0\u3001\u65b0\u754c\u9762\u3001\u667a\u80fd\u96c6\u6210\uff0c\u5b9e\u5219\u662f\u4e00\u6b21\u5728\u201c\u6548\u7387\u201d\u4e0e\u201c\u9690\u79c1\u201d\u4e24\u5927\u7ea2\u6d77\u9700\u6c42\u4e2d\uff0c\u6781\u5177\u7b56\u7565\u6027\u7684\u7cbe\u51c6\u5361\u4f4d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u771f\u6b63\u4ef7\u503c\u4e0d\u5728\u4e8e\u7b80\u5355\u7684\u201c\u6587\u672c\u66ff\u6362\u201d\uff0c\u800c\u5728\u4e8e\u6784\u5efa\u4e86\u4e00\u4e2a\u4ee5\u7528\u6237\u6570\u636e\u4e3b\u6743\u4e3a\u6838\u5fc3\u7684\u6548\u7387\u751f\u6001\u7cfb\u7edf\u3002\u5728\u4e91\u7aef\u670d\u52a1\u666e\u904d\u9ed8\u8ba4\u91c7\u96c6\u6570\u636e\u7684\u4eca\u5929\uff0c\u5b83\u65d7\u5e1c\u9c9c\u660e\u5730\u5f3a\u8c03\u201c\u672c\u5730\u5b58\u50a8\u3001\u4e91\u540c\u6b65\u53ef\u9009\u201d\uff0c\u751a\u81f3\u652f\u6301NAS\u7b49\u79c1\u6709\u5316\u65b9\u6848\uff0c\u8fd9\u5e76\u975e\u6280\u672f\u5671\u5934\uff0c\u800c\u662f\u5207\u4e2d\u4e86\u4e13\u4e1a\u7528\u6237\u548c\u56e2\u961f\u5bf9\u654f\u611f\u4fe1\u606f\u6cc4\u9732\u7684\u6df1\u5c42\u7126\u8651\u3002\u8fd9\u79cd\u201c\u9690\u79c1\u5373\u529f\u80fd\u201d\u7684\u5b9a\u4f4d\uff0c\u4f7f\u5176\u5728\u4f17\u591a\u4e91\u540c\u6b65\u6548\u7387\u5de5\u5177\u4e2d\u5f62\u6210\u4e86\u5dee\u5f02\u5316\u58c1\u5792\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u660e\u663e\u3002iOS\u7248\u672c\u4f9d\u8d56\u201c\u5b8c\u5168\u8bbf\u95ee\u201d\u7684\u952e\u76d8\u6269\u5c55\u6743\u9650\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u9053\u7528\u6237\u4f53\u9a8c\u7684\u9ad8\u95e8\u69db\uff0c\u4f1a\u8ba9\u90e8\u5206\u9690\u79c1\u6781\u7aef\u654f\u611f\u8005\u671b\u800c\u5374\u6b65\u3002\u5c3d\u7ba1\u56e2\u961f\u4ee5\u900f\u660e\u89e3\u91ca\u5e94\u5bf9\uff0c\u4f46\u5982\u4f55\u5e73\u8861\u201c\u7cfb\u7edf\u7ea7\u80fd\u529b\u201d\u4e0e\u201c\u7528\u6237\u6743\u9650\u6050\u60e7\u201d\uff0c\u5c06\u662f\u5176\u79fb\u52a8\u7aef\u666e\u53ca\u7684\u5173\u952e\u4e00\u6218\u3002\u6b64\u5916\uff0c\u96c6\u6210Apple Intelligence\u7684\u81ea\u52a8\u5316\u521b\u5efa\u770b\u4f3c\u5149\u9c9c\uff0c\u4f46\u5b9e\u9645\u6548\u679c\u662f\u5426\u4f18\u4e8e\u7528\u6237\u7cbe\u5fc3\u6253\u78e8\u7684\u5feb\u6377\u952e\u5e93\uff0c\u4ecd\u9700\u89c2\u5bdf\uff0c\u8fd9\u53ef\u80fd\u66f4\u50cf\u4e00\u4e2a\u987a\u5e94\u751f\u6001\u7684\u8425\u9500\u4eae\u70b9\u800c\u975e\u6838\u5fc3\u4ef7\u503c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u603b\u4f53\u800c\u8a00\uff0cTypinator 10\u7684\u91ce\u5fc3\u662f\u6210\u4e3a\u8de8\u82f9\u679c\u751f\u6001\u7684\u3001\u53ef\u4fe1\u8d56\u7684\u8f93\u5165\u57fa\u7840\u8bbe\u65bd\u3002\u5b83\u4e0d\u8ffd\u9010\u6700\u70ab\u9177\u7684AI\u529f\u80fd\uff0c\u800c\u662f\u6df1\u8015\u201c\u53ef\u63a7\u7684\u81ea\u52a8\u5316\u201d\u3002\u5176\u6210\u529f\u4e0e\u5426\uff0c\u5c06\u53d6\u51b3\u4e8e\u80fd\u5426\u5728\u7ef4\u6301\u9690\u79c1\u627f\u8bfa\u7684\u540c\u65f6\uff0c\u8ba9\u8de8\u5e73\u53f0\u540c\u6b65\u4f53\u9a8c\u771f\u6b63\u505a\u5230\u65e0\u7f1d\u4e0e\u4f18\u96c5\uff0c\u4ece\u800c\u8ba9\u7528\u6237\u613f\u610f\u5c06\u90a3\u4e9b\u4ee3\u8868\u5176\u5de5\u4f5c\u6d41\u6838\u5fc3\u7684\u201c\u6570\u5b57\u808c\u8089\u8bb0\u5fc6\u201d\u6258\u4ed8\u4e8e\u6b64\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Typinator 10 <\/span>\n <\/div>\n<div class=\"comment-content\">Turn repetitive typing into instant text shortcuts. Save hours every week. Works in every app, keeps your data private. Trusted by individuals and teams. Now available on iOS.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">This is a big update for anyone who types the same things repeatedly like responses, AI prompts, code blocks, phrases. Typinator turns them into keystroke abbreviations, available in every application.<br \/>\nTypinator 10 is the first step into cross-platform. Your Mac setup now works on iPhone and iPad.<br \/>\nWhat’s new:<\/p>\n<p>\u2022\tiOS companion app \u2013 Your sets on iPhone and iPad<br \/>\n\u2022\tMulti-device sync \u2013 Cloud-agnostic, using any directory (iCloud, NAS, Dropbox, etc.)<br \/>\n\u2022\tApple Intelligence integration \u2013 Create, translate, and optimize expansions automatically<br \/>\n\u2022\tRedesigned interface \u2013 Faster navigation, modernized layout<br \/>\n\u2022\tSimplified login \u2013 No license keys, just your email address<\/p>\n<p>Your sets are now available on Mac, iPhone & iPad.<br \/>\nGet started here: <a href=\"http:\/\/www.typinator.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">www.typinator.com<\/a><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>7<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@alice_ro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@alice_ro<\/a> This is really interesting. I\u2019ve actually been looking for something that works like this. <\/p>\n<\/p>\n<p>I only need the iPhone version right now. Is it possible to apply the one-time payment offer only to the iPhone app? I already have a solution on my iMac (<a href=\"https:\/\/www.producthunt.com\/products\/text-blaze\" data-node-type=\"mention\" data-mention-type=\"product\" data-mention-id=\"text-blaze\" target=\"_blank\" rel=\"noopener\">@Text Blaze<\/a>), so at the moment I only need this for my iPhone.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Really appreciate the focus on privacy and local storage. Nice to see productivity tools that don\u2019t rely entirely on the cloud.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>3<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@levi_ross\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@levi_ross<\/a> Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>what a useful tool! do you have any plans to support images upload? I have some use cases where it could be extremely useful<\/p>\n<p>congrats!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mike_sykulski\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mike_sykulski<\/a>Thank you!<br \/>Do you mean expanding images? On Mac, it is already possible, and for iOS, it is on our list for the next updates!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the <strong>iOS <\/strong>version of the app maintain consistent shortcut expansion across the entire operating system, and what specific accessibility or keyboard extension permissions are required to ensure it “works in every app” while keeping user data strictly on-device?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mordrag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mordrag<\/a> Typinator stores your snippets locally on your device. No cloud uploads, no data collection by us. Sync is entirely your choice: iCloud, Dropbox, OneDrive, a company server (NAS, WebDAV), or any network location. Sync works between Macs. <br \/>To use your snippet sets on iPhone and iPad you need to sync via iCloud.<\/p>\n<p>On iOS, Typinator works as a custom keyboard, which is exactly what allows it to work in every app system-wide. Wherever iOS shows a keyboard, Typinator is available.<\/p>\n<p>Two permissions are required in your keyboard settings: Enable the Typinator keyboard & enable Full Access, this is needed so the keyboard extension can access your locally stored snippet sets. Without it, iOS restricts what the keyboard can read. Your data stays on your device.<\/p>\n<p>Here’s a short video walkthrough:<a href=\"https:\/\/www.youtube.com\/watch?v=boz9c5DCr6I\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">YouTube<\/a><\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#18<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/O6ZNEM3B2D7JM3\" class=\"app-title\">Product Workbench for Claude Code<\/a><\/p>\n<div class=\"one-liner\">Turn feature ideas into stakeholder-ready code prototypes<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">100<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u9762\u5411\u4f01\u4e1a\u4ea7\u54c1\u7ecf\u7406\u548c\u8bbe\u8ba1\u5e08\u7684AI\u8f85\u52a9\u5de5\u4f5c\u53f0\uff0c\u901a\u8fc7\u5b89\u5168\u514b\u9686\u73b0\u6709\u4ea7\u54c1\u524d\u7aef\u5e76\u96c6\u6210Claude Code\uff0c\u5728\u590d\u6742\u7684\u5408\u89c4\u4e0e\u4ee3\u7801\u73af\u5883\u4e2d\uff0c\u5feb\u901f\u6784\u5efa\u51fa\u7b26\u5408\u4e1a\u52a1\u548c\u6280\u672f\u7ea6\u675f\u7684\u53ef\u8fd0\u884c\u4ee3\u7801\u539f\u578b\uff0c\u89e3\u51b3\u201c\u60f3\u6cd5\u5230\u53ef\u4ea4\u4ed8\u539f\u578b\u201d\u7684\u8f6c\u5316\u96be\u9898\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7a6be950-7e5a-4ebd-b7ed-73c9709c7420.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/4b52f8ba-d145-4866-a6c9-058c05c3891f.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/7a0d0a4a-c59e-4ff9-abeb-43ff40532325.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/8f7cfa9d-52c4-44aa-ab0d-6eb9550989c5.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c13aa458-eae4-480b-8259-28a9e2341355.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/0b048b31-cd4e-4423-a6d4-a473b764aa55.jpeg?auto=format\" data-video-url=\"https:\/\/youtu.be\/mkbpwkdi-hQ\"><source src=\"https:\/\/youtu.be\/mkbpwkdi-hQ\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Design Tools<\/span><br \/>\n <span class=\"tag\">Prototyping<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">AI\u8f85\u52a9\u5f00\u53d1<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u539f\u578b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u4f01\u4e1a\u7ea7\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">Claude Code\u96c6\u6210<\/span><br \/>\n <span class=\"tag\">\u4f4e\u4ee3\u7801\/\u65e0\u4ee3\u7801<\/span><br \/>\n <span class=\"tag\">\u4ea7\u54c1\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u8bbe\u8ba1\u534f\u4f5c<\/span><br \/>\n <span class=\"tag\">\u524d\u7aef\u514b\u9686<\/span><br \/>\n <span class=\"tag\">\u672c\u5730\u5316\u90e8\u7f72<\/span><br \/>\n <span class=\"tag\">\u5de5\u4f5c\u6d41\u6574\u5408<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u80af\u5b9a\u5176\u201c\u4e3aClaude\u6ce8\u5165\u4ea7\u54c1\u4e0a\u4e0b\u6587\u201d\u7684\u6838\u5fc3\u601d\u8def\u3002\u4e3b\u8981\u7591\u95ee\u96c6\u4e2d\u4e8e\u751f\u6210\u8d28\u91cf\u4fdd\u969c\u673a\u5236\u3001\u662f\u5426\u652f\u6301\u6f14\u793a\u89c6\u9891\u751f\u6210\uff0c\u4ee5\u53ca\u6700\u53d7\u5173\u6ce8\u7684\u4f01\u4e1a\u5b89\u5168\u4e0e\u8bbf\u95ee\u63a7\u5236\u95ee\u9898\u3002\u5f00\u53d1\u8005\u56de\u590d\u8be6\u7ec6\u89e3\u91ca\u4e86\u672c\u5730\u5316\u3001\u96f6\u6570\u636e\u8fc7\u670d\u52a1\u5668\u3001\u6570\u636e\u8131\u654f\u7b49\u591a\u91cd\u5b89\u5168\u7b56\u7565\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n Chordio Workbench\u7684\u91ce\u5fc3\uff0c\u5e76\u975e\u518d\u9020\u4e00\u4e2aFigma\u6216\u4f20\u7edf\u7684\u539f\u578b\u62d6\u62fd\u5de5\u5177\uff0c\u800c\u662f\u8bd5\u56fe\u6210\u4e3a\u6253\u901a\u4ea7\u54c1\u6784\u60f3\u4e0e\u5de5\u7a0b\u5b9e\u73b0\u201c\u6700\u540e\u4e00\u516c\u91cc\u201d\u7684\u7f16\u8bd1\u5c42\u3002\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\u201c\u7ea6\u675f\u6761\u4ef6\u4e0b\u7684\u521b\u9020\u529b\u201d\uff1a\u4e0d\u662f\u8ba9AI\u5929\u9a6c\u884c\u7a7a\u5730\u751f\u6210UI\uff0c\u800c\u662f\u5c06\u5176\u521b\u9020\u529b\u4e25\u683c\u9650\u5b9a\u5728\u514b\u9686\u51fa\u7684\u771f\u5b9e\u4ea7\u54c1\u4ee3\u7801\u3001\u54c1\u724c\u89c4\u8303\u53ca\u5408\u89c4\u8981\u6c42\u6784\u6210\u7684\u201c\u7262\u7b3c\u201d\u5185\u3002\u8fd9\u7cbe\u51c6\u51fb\u4e2d\u4e86\u4f01\u4e1a\u7ea7\u4ea7\u54c1\u521b\u65b0\u7684\u6838\u5fc3\u75db\u70b9\u2014\u2014\u521b\u65b0\u6210\u672c\u4e0d\u662f\u201c\u4ece0\u52301\u753b\u4e2a\u56fe\u201d\uff0c\u800c\u662f\u201c\u5982\u4f55\u5728\u5e9e\u5927\u7684\u9057\u4ea7\u4ee3\u7801\u3001\u5b89\u5168\u7ea2\u7ebf\u4e0e\u8de8\u90e8\u95e8\u4f9d\u8d56\u4e2d\uff0c\u8ba9\u4e00\u4e2a\u60f3\u6cd5\u5b89\u5168\u5730\u843d\u5730\u4e3a\u53ef\u9a8c\u8bc1\u3001\u53ef\u4ea4\u4ed8\u7684\u4ee3\u7801\u7247\u6bb5\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ece\u8bc4\u8bba\u533a\u7684\u4ea4\u950b\u53ef\u4ee5\u770b\u51fa\uff0c\u5176\u5ba3\u79f0\u7684\u201c\u5b89\u5168\u201d\u662f\u6210\u8d25\u5173\u952e\uff0c\u4e5f\u662f\u6700\u5927\u5356\u70b9\u3002\u5b83\u5de7\u5999\u5730\u505a\u4e86\u8d23\u4efb\u5206\u5272\uff1a\u81ea\u8eab\u4ec5\u4f5c\u4e3a\u201c\u642c\u8fd0\u5de5\u201d\u548c\u201c\u6d41\u7a0b\u8c03\u5ea6\u8005\u201d\uff0c\u4ee3\u7801\u514b\u9686\u5728\u7528\u6237\u6d4f\u89c8\u5668\u672c\u5730\u5b8c\u6210\uff0c\u6838\u5fc3\u7684AI\u751f\u6210\u80fd\u529b\u4f9d\u8d56\u4f01\u4e1a\u5df2\u6279\u51c6\u7684\u5185\u90e8Claude Code\uff0c\u6240\u6709\u4ea7\u7269\u5b58\u4e8e\u7528\u6237\u81ea\u6709\u4ee3\u7801\u5e93\u3002\u8fd9\u79cd\u201c\u4e09\u96f6\u539f\u5219\u201d\uff08\u96f6\u63a5\u89e6\u540e\u7aef\u4ee3\u7801\u3001\u96f6\u6570\u636e\u8fc7\u670d\u52a1\u5668\u3001\u96f6\u7b2c\u4e09\u65b9\u57fa\u7840\u8bbe\u65bd\uff09\u7684\u8bbe\u8ba1\uff0c\u662f\u5b83\u80fd\u5426\u6572\u5f00\u4f01\u4e1a\u5927\u95e8\u7684\u94a5\u5319\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u771f\u6b63\u7684\u6311\u6218\u5728\u4e8e\u201c\u4e0a\u4e0b\u6587\u201d\u7684\u539a\u5ea6\u4e0e\u7cbe\u5ea6\u3002\u76ee\u524d\u5b83\u4e3b\u8981\u5904\u7406\u7684\u662f\u524d\u7aef\u4ee3\u7801\u548c\u663e\u6027\u7ea6\u675f\u3002\u4f46\u4f01\u4e1a\u51b3\u7b56\u7684\u590d\u6742\u6027\u8fdc\u8d85\u4e8e\u6b64\uff0c\u5305\u62ec\u56e2\u961f\u653f\u6cbb\u3001\u8d44\u6e90\u535a\u5f08\u3001\u6280\u672f\u503a\u7b49\u9690\u6027\u77e5\u8bc6\uff0c\u8fd9\u4e9b\u96be\u4ee5\u88ab\u7ed3\u6784\u5316\u6ce8\u5165AI\u3002\u6b63\u5982\u4e00\u4f4d\u8bc4\u8bba\u8005\u7280\u5229\u6307\u51fa\u7684\uff0c\u7f3a\u5c11\u201c\u4f7f\u7528\u8005\u4e0a\u4e0b\u6587\u201d\uff08\u5982PM\u7684\u51b3\u7b56\u504f\u597d\uff09\u662f\u4e00\u5927\u7f3a\u53e3\u3002\u4ea7\u54c1\u80fd\u5426\u6210\u529f\uff0c\u53d6\u51b3\u4e8e\u5176\u201c\u4e0a\u4e0b\u6587\u5de5\u7a0b\u201d\u80fd\u6df1\u5165\u5230\u4f55\u79cd\u7a0b\u5ea6\uff0c\u4ee5\u53caAI\u5728\u5982\u6b64\u590d\u6742\u7ea6\u675f\u4e0b\u662f\u80fd\u4ea7\u51fa\u60ca\u8273\u65b9\u6848\uff0c\u8fd8\u662f\u8d8b\u4e8e\u5e73\u5eb8\u3002\u5b83\u4e0d\u662f\u4e00\u4e2a\u666e\u9002\u5de5\u5177\uff0c\u800c\u662f\u4e3a\u90a3\u4e9b\u5df2\u88ab\u201c\u5927\u8c61\u201d\u822c\u7684\u4ea7\u54c1\u6240\u56f0\u3001\u5374\u53c8\u5fc5\u987b\u8ba9\u5176\u8df3\u821e\u7684\u56e2\u961f\uff0c\u63d0\u4f9b\u7684\u4e00\u628a\u7279\u79cd\u624b\u672f\u5200\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">Product Workbench for Claude Code<\/span>\n <\/div>\n<div class=\"comment-content\">Chordio helps PMs and designers prototype directly on their product even in complex enterprise environments. It runs in Claude Code and starts with cloning the front-end of the product and relevant context into a dedicated repository to enable prototyping securely in minutes with no heavy setup. It ships with built-in agent skills and a local dashboard to help with research, prototype, review, and stakeholder communication to support the full workflow from concept to a \u201cship it\u201d decision.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Big thanks for the launch lift, YC & @garrytan!<\/p>\n<p>Hi Product Hunt! <\/p>\n<p>We\u2019re excited to introduce Chordio Workbench, a Claude Code product workspace that\u2019s built for product managers and designers on enterprise teams. <\/p>\n<p><strong>The Problem<\/strong><\/p>\n<p>In an enterprise setup, product managers and designers are often locked out of prototyping on top of their existing product. Security requirements, large code base, and complex build setup get in the way of fast code-first exploration.<\/p>\n<p>Enterprise product work also comes with more constraints. Regulatory compliance. Brand and UX standards. Legacy code. Cross-functional dependencies.<\/p>\n<p>So the challenge is not only coming up with a surface-level prototype. It\u2019s building one that works within product, business, and team constraints.<\/p>\n<p><strong>Solution<\/strong><\/p>\n<p>Chordio Workbench gives product managers and designers a Claude-assisted workflow for research, prototyping, review, and stakeholder communication, so teams can align faster.<\/p>\n<p>The entire workflow runs on your local machine. It starts by cloning your product\u2019s front end into a dedicated workbench repository and compiling it into code Claude Code can use. That lets teams prototype in minutes on top of their product without a heavy setup.<\/p>\n<p>Chordio Workbench also brings product, business, and team context into the process, so Claude helps explore solutions while grounded in real constraints.<\/p>\n<p>When the team gets to yes, they don’t just have a spec or static mockup. They have a coded solution that is ready for integration, with less translation work between product, design, and engineering.<\/p>\n<p>If you would like to try Chordio, please reach out at <a href=\"https:\/\/chordio.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">chordio.com<\/a> and we’ll get you up and running.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>congrats! nice idea <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ishiid\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ishiid<\/a> Thank you! <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, congrats on the launch!<\/p>\n<p>I tried multiple similar and I was always disappointed about the quality of generated screens. <\/p>\n<p>What mechanisms do you use to maintain accuracy when Claude interacts with that codebase? <\/p>\n<p>I really, really, really need some product that fulfill that promise!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Hi, I’m curious if I can use it to generate demo video for specific features. Prototypes are great, but sometimes what I need is just quick animation of how the proposed feature works. If you are already handling real assets from my codebase, it shouldn’t be hard to combine it with skill of motion design, it would be amazing!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mateusz_jacniacki\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mateusz_jacniacki<\/a> the skills are modular, so yes, it can help demo a specific feature. If you’re just looking to create a quick animated vide, the workbench might be an overkill – check out remotion <a href=\"https:\/\/www.remotion.dev\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">https:\/\/www.remotion.dev\/<\/a>. Happy to jump on a call and help you land on the solution you need. We can do this in real-time. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the “context into claude” framing is exactly right. chordio loads the product context. the gap i keep seeing is the layer above – claude also doesn’t know the pm or designer using it. role, preferences, how they think about tradeoffs. been building northr identity for that piece. product context + human context together is a much better starting point. congrats on the launch ehud.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ivo_gospodinov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@ivo_gospodinov<\/a> Great point. Good context is a real game changer in the quality you’re getting out of Claude Code. The workbench helps keep it organized and individuals can easily add their preferences in markdown file\/s. CC will incorporate this context when creating new prototypes or decks. <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does Chordio handle security and access control when cloning front-end code from complex enterprise environments with sensitive or proprietary data?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>@mordrag a few approaches:<\/p>\n<ol>\n<li>\n<p><strong>Zero access to code, databases, or backend APIs needed.<\/strong> The cloning process captures only the rendered front-end (DOM, styles, and assets) client-side in the user’s browser – no backend logic or proprietary server-side code is ever touched.<\/p>\n<\/li>\n<li>\n<p><strong>Zero data saved on Chordio’s servers<\/strong> – everything (including captured sites and designs) is stored in the user’s own code repository, under their existing access controls and security policies.<\/p>\n<\/li>\n<li>\n<p><strong>Zero data passes through Chordio’s servers<\/strong> – the entire process runs through the user’s own pre-approved AI coding agent (e.g., Claude Code), so no third-party infrastructure is introduced. Access to the cloned code is scoped entirely to the user’s own repository – only those with existing repository access can view or work with it.<\/p>\n<\/li>\n<li>\n<p><strong>Data redaction <\/strong>– we instruct the coding agent to redact any sensitive or private data that might be captured from the browser. We can also introduce automated review and validation phases as part of the capture flow that independently verify sensitive data has been redacted before it reaches the repository.<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p>@mordrag a few approaches:<\/p>\n<ol>\n<li>\n<p><strong>Zero access to code, databases, or backend APIs needed.<\/strong> The cloning process captures only the rendered front-end (DOM, styles, and assets) client-side in the user’s browser – no backend logic or proprietary server-side code is ever touched.<\/p>\n<\/li>\n<li>\n<p><strong>Zero data saved on Chordio’s servers<\/strong> – everything (including captured sites and designs) is stored in the user’s own code repository, under their existing access controls and security policies.<\/p>\n<\/li>\n<li>\n<p><strong>Zero data passes through Chordio’s servers<\/strong> – the entire process runs through the user’s own pre-approved AI coding agent (e.g., Claude Code), so no third-party infrastructure is introduced. Access to the cloned code is scoped entirely to the user’s own repository – only those with existing repository access can view or work with it.<\/p>\n<\/li>\n<li>\n<p><strong>Data redaction <\/strong>– we instruct the coding agent to redact any sensitive or private data that might be captured from the browser. We can also introduce automated review and validation phases as part of the capture flow that independently verify sensitive data has been redacted before it reaches the repository.<\/p>\n<\/li>\n<\/ol>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#19<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/ZTCBGB63SD7RTM\" class=\"app-title\">ScreenGeany AI<\/a><\/p>\n<div class=\"one-liner\">Ask AI about anything on your screen with a single hotkey<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">91<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>\u4e00\u6b3e\u901a\u8fc7\u5168\u5c40\u70ed\u952e\u5373\u65f6\u6355\u6349\u5c4f\u5e55\u5185\u5bb9\u5e76\u83b7\u53d6AI\u89e3\u7b54\u7684\u5de5\u5177\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u8de8\u5e94\u7528\u67e5\u8be2\u4fe1\u606f\u65f6\u9891\u7e41\u622a\u56fe\u3001\u5207\u6362\u7a97\u53e3\u3001\u590d\u5236\u7c98\u8d34\u5bfc\u81f4\u7684\u6d41\u7a0b\u4e2d\u65ad\u4e0e\u6548\u7387\u4f4e\u4e0b\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/0a8ed858-1100-4ba4-9f09-230a05ad022c.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/1498b579-f40e-45a2-b914-628f42dcede0.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/12d84ba4-9057-4f77-80e2-a239e3661afc.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/3fbaf103-679b-49cb-b7bf-e47e4592aec7.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/538591c4-ff30-480c-89a7-f12974e776d6.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/71f1a8633c5141abb95480725acc7418\"><source src=\"https:\/\/www.loom.com\/share\/71f1a8633c5141abb95480725acc7418\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">SaaS<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u5c4f\u5e55AI\u52a9\u624b<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u5168\u5c40\u70ed\u952e<\/span><br \/>\n <span class=\"tag\">\u96f6\u4e0a\u4e0b\u6587\u5207\u6362<\/span><br \/>\n <span class=\"tag\">\u9690\u79c1\u5b89\u5168<\/span><br \/>\n <span class=\"tag\">\u591a\u6a21\u578b\u652f\u6301(GPT\/Claude)<\/span><br \/>\n <span class=\"tag\">macOS\u5e94\u7528<\/span><br \/>\n <span class=\"tag\">\u514d\u8d39\u589e\u503c<\/span><br \/>\n <span class=\"tag\">\u5b9e\u65f6\u95ee\u7b54<\/span><br \/>\n <span class=\"tag\">\u65e0\u75d5\u5904\u7406<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u7528\u6237\u666e\u904d\u8ba4\u53ef\u5176\u89e3\u51b3\u201c45\u79d2\u4e0a\u4e0b\u6587\u5207\u6362\u201d\u75db\u70b9\u7684\u4ef7\u503c\uff0c\u5c24\u5176\u8d5e\u8d4f\u201c\u8868\u5355\u5b57\u6bb5\u89e3\u91ca\u201d\u8fd9\u4e00\u573a\u666f\u3002\u4e3b\u8981\u53cd\u9988\/\u5efa\u8bae\u5305\u62ec\uff1a\u5e0c\u671b\u63a8\u51fa\u7f51\u9875\u7248\u6216\u6d4f\u89c8\u5668\u6269\u5c55\uff1b\u6df1\u5165\u8be2\u95ee\u9690\u79c1\u4fdd\u62a4\u673a\u5236\uff08\u5185\u5b58\u5904\u7406\u3001\u72ec\u7acb\u9a8c\u8bc1\uff09\uff1b\u5efa\u8bae\u5c06\u201c\u8868\u5355\u5e2e\u52a9\u201d\u4f5c\u4e3a\u6838\u5fc3\u8425\u9500\u7528\u4f8b\uff1b\u5173\u6ce8\u54cd\u5e94\u901f\u5ea6\u4e0e\u51c6\u786e\u6027\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n ScreenGeany AI \u7cbe\u51c6\u5207\u5165\u4e86\u4e00\u4e2a\u88ab\u4e3b\u6d41AI\u804a\u5929\u754c\u9762\u6240\u5ffd\u89c6\u7684\u7f1d\u9699\u5e02\u573a\uff1a\u9ad8\u9891\u3001\u788e\u7247\u5316\u3001\u5f3a\u4e0a\u4e0b\u6587\u4f9d\u8d56\u7684\u5c4f\u5e55\u5185\u5bb9\u5373\u65f6\u89e3\u8bfb\u3002\u5176\u771f\u6b63\u7684\u4ef7\u503c\u5e76\u975e\u6280\u672f\u7a81\u7834\uff0c\u800c\u662f\u5bf9\u201cAI\u4ea4\u4e92\u52a8\u7ebf\u201d\u7684\u91cd\u6784\u2014\u2014\u5b83\u5c06AI\u4ece\u9700\u8981\u201c\u524d\u5f80\u201d\u7684\u76ee\u7684\u5730\uff0c\u53d8\u6210\u4e86\u4e00\u4e2a\u968f\u65f6\u53ef\u201c\u53ec\u5524\u201d\u7684\u53e0\u52a0\u5c42\u3002\n <\/p>\n<p class=\"ai-content\">\n \u4ea7\u54c1\u806a\u660e\u5730\u6293\u4f4f\u4e86\u4e24\u4e2a\u5173\u952e\u539f\u5219\uff1a\u7b2c\u4e00\uff0c**\u6700\u5c0f\u5316\u4ea4\u4e92\u71b5**\u3002\u901a\u8fc7\u70ed\u952e\u5c06\u201c\u6355\u6349-\u63d0\u95ee-\u56de\u7b54\u201d\u538b\u7f29\u4e3a\u4e00\u4e2a\u8fd1\u4e4e\u77ac\u65f6\u7684\u52a8\u4f5c\uff0c\u8fd9\u6bd4\u4efb\u4f55\u529f\u80fd\u5806\u780c\u90fd\u66f4\u80fd\u63d0\u5347\u91c7\u7528\u7387\u3002\u7b2c\u4e8c\uff0c**\u96f6\u4fe1\u4efb\u9690\u79c1**\u3002\u5ba3\u79f0\u201c\u622a\u56fe\u4ec5\u5b58\u5185\u5b58\u3001\u4e0d\u843d\u76d8\u3001\u4e0d\u7ecf\u81ea\u5bb6\u670d\u52a1\u5668\u201d\uff0c\u8fd9\u76f4\u51fb\u4e86\u4f01\u4e1a\u7528\u6237\u548c\u4e2a\u4eba\u5bf9\u5c4f\u5e55\u654f\u611f\u6570\u636e\u7684\u6838\u5fc3\u987e\u8651\uff0c\u6210\u4e3a\u4e86\u5176\u5173\u952e\u7684\u4fe1\u4efb\u652f\u70b9\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u9762\u4e34\u7684\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u9996\u5148\u662f**\u573a\u666f\u6df1\u5ea6**\u3002\u5f53\u524d\u4e3b\u6253\u5feb\u901f\u7b54\u7591\uff0c\u4f46\u9762\u5bf9\u201c\u5408\u540c\u5ba1\u9605\u201d\u7b49\u590d\u6742\u4efb\u52a1\uff0c\u5c0f\u5c4f\u5e55\u53e0\u52a0\u7a97\u53e3\u7684\u4ea4\u4e92\u65b9\u5f0f\u662f\u5426\u4ecd\u80fd\u4fdd\u6301\u9ad8\u6548\uff1f\u8fd9\u5b58\u7591\u3002\u5176\u6b21\u662f**\u751f\u6001\u67b7\u9501**\u3002\u4f5c\u4e3a\u539f\u751fmacOS\u5e94\u7528\uff0c\u5176\u4f53\u9a8c\u4f18\u52bf\u4e0e\u5e73\u53f0\u7ed1\u5b9a\u662f\u4e00\u4f53\u4e24\u9762\uff0c\u8fd9\u4e0e\u7528\u6237\u671f\u5f85\u7684\u5168\u5e73\u53f0\u3001\u6d4f\u89c8\u5668\u5185\u4fbf\u6377\u6027\u5b58\u5728\u77db\u76fe\u3002\u6700\u540e\u662f**\u5546\u4e1a\u6a21\u5f0f**\u3002\u514d\u8d39\u7248\uff0810\u6b21\/\u6708\uff09\u66f4\u50cf\u662f\u4e00\u4e2a\u529f\u80fd\u6f14\u793a\uff0cPro\u7248\uff08200\u6b21\/\u6708\uff09\u5bf9\u4e8e\u91cd\u5ea6\u7528\u6237\u800c\u8a00\u53ef\u80fd\u8fc5\u901f\u89c1\u9876\uff0c\u800cBYOK\uff08\u81ea\u5e26\u5bc6\u94a5\uff09\u6a21\u5f0f\u867d\u80fd\u89e3\u9501\u65e0\u9650\u4f7f\u7528\uff0c\u5374\u4e5f\u4f7f\u4ea7\u54c1\u9000\u5316\u4e3a\u4e00\u4e2a\u529f\u80fd\u5355\u4e00\u7684\u201c\u524d\u7aef\u201d\uff0c\u7528\u6237\u7c98\u6027\u4e0e\u4ed8\u8d39\u4ef7\u503c\u5c06\u9762\u4e34\u8003\u9a8c\u3002\n <\/p>\n<p class=\"ai-content\">\n \u672c\u8d28\u4e0a\uff0c\u5b83\u662f\u4e00\u6b3e\u4f18\u79c0\u7684\u201c\u6700\u540e\u4e00\u82f1\u91cc\u201d\u4ea4\u4ed8\u5de5\u5177\u3002\u4f46\u5b83\u80fd\u5426\u4ece\u4e00\u4e2a\u5c0f\u5de7\u7684\u201c\u529f\u80fd\u70b9\u201d\uff0c\u6210\u957f\u4e3a\u4e00\u4e2a\u4e0d\u53ef\u66ff\u4ee3\u7684\u201c\u5de5\u4f5c\u6d41\u73af\u8282\u201d\uff0c\u53d6\u51b3\u4e8e\u5b83\u80fd\u5426\u5728\u4fdd\u6301\u5f53\u524d\u77ac\u65f6\u3001\u65e0\u611f\u4f18\u52bf\u7684\u540c\u65f6\uff0c\u6df1\u5316\u5bf9\u590d\u6742\u4efb\u52a1\u7684\u652f\u6301\uff0c\u5e76\u6784\u5efa\u8d77\u8de8\u5e73\u53f0\u7684\u3001\u8fde\u8d2f\u7684\u4f53\u9a8c\u3002\u5426\u5219\uff0c\u5b83\u6781\u6613\u88ab\u6574\u5408\u80fd\u529b\u66f4\u5f3a\u7684\u64cd\u4f5c\u7cfb\u7edf\u7ea7AI\u6216\u5168\u80fd\u578b\u52a9\u624b\u5e94\u7528\u6240\u8986\u76d6\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">ScreenGeany AI<\/span>\n <\/div>\n<div class=\"comment-content\">Ask AI about anything on your screen. One hotkey captures your display and gets an instant answer from Claude or GPT \u2014 right on top of your current app. No screenshots saved, no copy-pasting, no tab-switching. Free plan: 10 queries\/month, no key needed. Pro: 200 queries + BYOK unlimited. Screenshots stay in RAM only \u2014 never stored. Supports Claude Haiku, Sonnet, Opus & GPT-4o. macOS 12+.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! I’m Krunal, the maker of ScreenGeany AI.<\/p>\n<p>The problem that bugged me: <\/p>\n<p>Every day I’d find myself doing the same thing \u2014 see something on screen, screenshot it, open ChatGPT, upload it, wait, then switch back. For a 10-second question, it took 45 seconds of context-switching.<\/p>\n<p>So I built ScreenGeany AI.<\/p>\n<p>One hotkey captures your screen and gets an instant AI answer \u2014 right on top of whatever app you’re using. No screenshots saved. No copy-paste. No tab-switching.<\/p>\n<p>How it works:<br \/>\n – Press the hotkey (customizable)<br \/>\n – It captures what’s on your screen<br \/>\n – Ask your question<br \/>\n – Get an answer from Claude or GPT-4o \u2014 without ever leaving your current app<\/p>\n<p>Some real ways I use it daily:<br \/>\n – Stuck on a form? Ask what a field means<br \/>\n – Reading docs? Ask for a summary<br \/>\n – Debugging? Ask about the error on screen<br \/>\n – Reviewing a contract? Ask about a clause<\/p>\n<p>What’s included:<br \/>\n – Free plan: 10 queries\/month, no API key needed<br \/>\n – Pro: 200 queries\/month + BYOK for unlimited<br \/>\n – Your screenshots are never stored (RAM only, deleted immediately)<\/p>\n<p>I’d love to hear how you’d use it \u2014 drop a comment! And if you have feedback or feature requests, I’m right here.<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>10<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@krunalvaghela\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@krunalvaghela<\/a> It means ask AI about anything on your screen? <\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>useful initiative, would be nice to be able to use it on the web version without having to download the app but I understand that there are limitations with that.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>2<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@viktorgems\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@viktorgems<\/a> Thanks Victor! You’re right \u2014 a web version would be convenient, but the core experience really<\/p>\n<p>  depends on being a native app. Here’s why:<\/p>\n<\/p>\n<p>  The magic is the global hotkey that works across ANY app \u2014 your browser, IDE, PDF reader, email<\/p>\n<p>  client \u2014 without switching context. A web app can only see its own tab, not your whole screen.<\/p>\n<\/p>\n<p>  That said, we’re exploring a Chrome extension that could cover browser-based use cases (forms,<\/p>\n<p>  emails, articles). Would that be useful for your workflow?<\/p>\n<\/p>\n<p>  Appreciate the kind words and feedback!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>the 45-second context switch problem is real and annoying. the “stuck on a form field” use case is the one i’d lead with in marketing – it’s the most universally relatable. curious whether you’re seeing people use it more for quick lookups or longer analytical questions like contract review. congrats on the launch krunal.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@ivo_gospodinov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"><strong>Ivo Gospodinov<\/strong><\/a> Thanks Ivo! The “stuck on a form field” moment is exactly what made me build this \u2014 kept running into it myself. Great call on leading with that.<\/p>\n<\/p>\n<p>To your question \u2014 it’s day one so early to say, but right now it’s mostly quick lookups (“what does this mean?”, “draft a reply”). Longer stuff like contract review works too since you can ask follow-ups. <\/p>\n<\/p>\n<p>Would love to hear what you’d use it for!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>This is a nice, simple idea. The \u201cask about anything on your screen\u201d use case comes up a lot, and having it triggered by a hotkey directly on top of the current app feels pretty natural.<\/p>\n<p>Keeping screenshots only in RAM is also a good call. A lot of people hesitate with screen tools because of privacy concerns. The real test will probably be how fast and accurate the responses feel in day-to-day use.<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@konstantinalikhanov\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@konstantinalikhanov<\/a> Thanks Konstantin! Privacy was non-negotiable \u2014 screenshots stay in RAM, encrypted over TLS 1.3, deleted the second AI responds. Nothing stored anywhere, ever.<\/p>\n<\/p>\n<p>On speed \u2014 responses start streaming in about 2 seconds, and you can switch between Claude and GPT-4o depending on what works best. Give it a try and let me know how it feels!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>How does the app ensure screenshots are fully cleared from RAM after each query, and is there any independent verification of this privacy claim?<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<div class=\"comment-replies\">\n<div class=\"reply-item\">\n<div class=\"reply-content\">\n<p><a href=\"https:\/\/www.producthunt.com\/@mordrag\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">@mordrag<\/a>  Great question, Denis!                                                                            <\/p>\n<p>                                                                                                    <\/p>\n<p>  Screenshots are captured as NSImage objects held only in memory (RAM). Once the AI responds, the  <\/p>\n<p>  reference is released and the memory is deallocated \u2014 no file is ever written to disk.<\/p>\n<\/p>\n<p>  The image is sent directly from your machine to the AI provider (Anthropic\/OpenAI) over HTTPS. It<\/p>\n<p>  never touches our servers.<\/p>\n<\/p>\n<p>  Really appreciate you asking \u2014 thanks!<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">“Screenshots stay in RAM only” is a great privacy call. Most screen capture tools quietly save temp files to disk without telling you. Do you flush the buffer immediately after the AI responds, or does it persist for the session in case the user wants to ask a follow-up about the same capture?<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<article class=\"app-card\">\n<div class=\"app-header\">\n<div class=\"rank\">#20<\/div>\n<div class=\"title-group\">\n <a href=\"https:\/\/www.producthunt.com\/r\/TSE2G7L7PYDUPU\" class=\"app-title\">HypeScribe<\/a><\/p>\n<div class=\"one-liner\">Google Drive for Your Speech w\/ 99% AI transcription<\/div>\n<\/p><\/div>\n<div class=\"vote-btn\">\n<div class=\"vote-arrow\">\u25b2<\/div>\n<div class=\"vote-count\">84<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"one-liner\"><strong>\u4e00\u53e5\u8bdd\u4ecb\u7ecd\uff1a<\/strong>HypeScribe\u662f\u4e00\u4e2a\u96c6\u6210\u4e86\u9ad8\u7cbe\u5ea6AI\u8f6c\u5f55\u4e0e\u5206\u6790\u7684\u8bed\u97f3\u6570\u636e\u7ba1\u7406\u4e2d\u5fc3\uff0c\u901a\u8fc7\u5904\u7406\u4f1a\u8bae\u5f55\u97f3\u3001\u793e\u4ea4\u5a92\u4f53\u97f3\u9891\u53ca\u8bed\u97f3\u6d88\u606f\uff0c\u89e3\u51b3\u4e86\u7528\u6237\u5728\u591a\u573a\u666f\u4e0b\u8bed\u97f3\u4fe1\u606f\u96be\u4ee5\u68c0\u7d22\u3001\u6574\u7406\u548c\u5229\u7528\u7684\u6838\u5fc3\u75db\u70b9\u3002<\/div>\n<p> <!-- \u5a92\u4f53\u753b\u5eca\uff1a\u5305\u542b\u89c6\u9891\u548c\u591a\u5f20\u56fe\u7247 --><\/p>\n<div class=\"media-gallery\">\n<div class=\"media-item-wrapper\">\n <img decoding=\"async\" src=\"https:\/\/ph-files.imgix.net\/c0679c24-42d4-4f2e-be96-60d2039980e9.png?auto=format\" class=\"media-content\" alt=\"\u4ea7\u54c1\u56fe\u7247\">\n <\/div>\n<div class=\"media-item-wrapper\">\n <video class=\"media-content\" poster=\"https:\/\/ph-files.imgix.net\/09aaec33-5123-40b1-9a47-6d48809e4c03.gif?auto=format\" data-video-url=\"https:\/\/www.loom.com\/share\/cf9f9804ca6d41b4b5bea29c40ef0794\"><source src=\"https:\/\/www.loom.com\/share\/cf9f9804ca6d41b4b5bea29c40ef0794\" type=\"video\/mp4\"><\/video><\/p>\n<div class=\"video-overlay\">\n<div class=\"play-icon\">\u25b6<\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">Productivity<\/span><br \/>\n <span class=\"tag\">Meetings<\/span><br \/>\n <span class=\"tag\">Artificial Intelligence<\/span>\n <\/div>\n<div class=\"tags-container\">\n<p> <span class=\"tag\">\u8bed\u97f3\u8f6c\u5f55<\/span><br \/>\n <span class=\"tag\">AI\u7b14\u8bb0<\/span><br \/>\n <span class=\"tag\">\u4f1a\u8bae\u8bb0\u5f55<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u6570\u636e\u7ba1\u7406<\/span><br \/>\n <span class=\"tag\">\u591a\u5e73\u53f0\u652f\u6301<\/span><br \/>\n <span class=\"tag\">\u6309\u6587\u4ef6\u4ed8\u8d39<\/span><br \/>\n <span class=\"tag\">\u8bed\u97f3\u641c\u7d22<\/span><br \/>\n <span class=\"tag\">\u5185\u5bb9\u6458\u8981<\/span><br \/>\n <span class=\"tag\">SaaS\u5de5\u5177<\/span><br \/>\n <span class=\"tag\">\u751f\u4ea7\u529b\u5e94\u7528<\/span>\n <\/div>\n<div class=\"reviews-section\">\n<div class=\"review-item\">\n<div class=\"review-bubble\">\n <strong>\u7528\u6237\u8bc4\u8bba\u6458\u8981\uff1a<\/strong>\u521b\u59cb\u8bc4\u8bba\u9610\u8ff0\u4e86\u4ea7\u54c1\u613f\u666f\u4e0e\u5dee\u5f02\u5316\u7279\u70b9\uff08\u5982\u4ee3\u5e01\u5b9a\u4ef7\u3001\u9ad8\u7cbe\u5ea6\u591a\u8bed\u8a00\uff09\u3002\u6709\u6548\u8bc4\u8bba\u4ec5\u4e00\u6761\uff0c\u7528\u6237\u6307\u51fa\u8bed\u97f3\u7b14\u8bb0\u4e8b\u540e\u6d4f\u89c8\u4e0d\u4fbf\u7684\u75db\u70b9\uff0c\u5bf9\u4ea7\u54c1\u89e3\u51b3\u8be5\u95ee\u9898\u8868\u793a\u5174\u8da3\u5e76\u613f\u610f\u5c1d\u8bd5\u3002\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<div class=\"ai-section\">\n<div class=\"ai-content\" style=\"font-size: large;\"><strong>AI \u9510\u8bc4<\/strong><\/div>\n<p class=\"ai-content\">\n HypeScribe\u7684\u53d9\u4e8b\u6846\u67b6\u2014\u2014\u201c\u8bed\u97f3\u7684Google Drive\u201d\u2014\u2014\u9887\u5177\u91ce\u5fc3\uff0c\u4f46\u5176\u771f\u6b63\u7684\u4ef7\u503c\u951a\u70b9\u53ef\u80fd\u5e76\u975e\u201c\u5b58\u50a8\u201d\uff0c\u800c\u662f\u201c\u6fc0\u6d3b\u201d\u3002\u4ea7\u54c1\u5c06\u79bb\u6563\u7684\u3001\u975e\u7ed3\u6784\u5316\u7684\u8bed\u97f3\u6d41\uff08\u4f1a\u8bae\u3001\u793e\u5a92\u3001\u5373\u65f6\u6d88\u606f\uff09\u7edf\u4e00\u8f6c\u5316\u4e3a\u53ef\u641c\u7d22\u3001\u53ef\u6458\u8981\u3001\u53ef\u4ea4\u4e92\u7684\u7ed3\u6784\u5316\u6587\u672c\uff0c\u8fd9\u5b9e\u8d28\u4e0a\u662f\u4e3a\u4f01\u4e1a\u4e0e\u4e2a\u4eba\u6784\u5efa\u4e86\u4e00\u4e2a\u79c1\u57df\u7684\u3001\u8de8\u5e73\u53f0\u7684\u8bed\u97f3\u6570\u636e\u4e2d\u53f0\u3002\n <\/p>\n<p class=\"ai-content\">\n \u5176\u5ba3\u79f0\u7684\u201c99%\u51c6\u786e\u7387\u201d\u548c\u4ee3\u5e01\u5236\u5b9a\u4ef7\u662f\u53cc\u5203\u5251\u3002\u9ad8\u51c6\u786e\u7387\u662f\u6b64\u7c7b\u5de5\u5177\u7684\u5165\u573a\u5238\uff0c\u800c\u975e\u62a4\u57ce\u6cb3\uff1b\u6309\u6587\u4ef6\u8ba1\u8d39\u867d\u7b80\u5316\u4e86\u7528\u6237\u8ba4\u77e5\uff0c\u4f46\u5728\u5904\u7406\u8d85\u957f\u4f1a\u8bae\u5f55\u97f3\u65f6\u53ef\u80fd\u9762\u4e34\u4ef7\u503c\u611f\u77e5\u6311\u6218\u3002\u4ea7\u54c1\u771f\u6b63\u7684\u58c1\u5792\u6216\u8bb8\u5df2\u5728\u5176\u6570\u636e\u4e2d\u521d\u73b0\u7aef\u502a\uff1a\u4f5c\u4e3a\u4eceTelegram bot\u6210\u957f\u8d77\u6765\u7684\u5e94\u7528\uff0c\u5176\u516c\u5e03\u768482.5%\u6708\u7559\u5b58\u7387\u5f02\u5e38\u4eae\u773c\uff0c\u8fd9\u5f3a\u70c8\u6697\u793a\u5176\u786e\u5b9e\u6355\u6349\u5230\u4e86\u4e00\u4e2a\u672a\u88ab\u6ee1\u8db3\u7684\u521a\u6027\u9700\u6c42\u2014\u2014\u7528\u6237\u5e76\u975e\u7b80\u5355\u5730\u9700\u8981\u201c\u8f6c\u5f55\u201d\uff0c\u800c\u662f\u9700\u8981\u4ece\u8bed\u97f3\u6d41\u4e2d\u65e0\u7f1d\u63d0\u53d6\u201c\u6d1e\u5bdf\u201d\u548c\u201c\u884c\u52a8\u9879\u201d\u3002\n <\/p>\n<p class=\"ai-content\">\n \u7136\u800c\uff0c\u5176\u6311\u6218\u540c\u6837\u6e05\u6670\u3002\u8d5b\u9053\u62e5\u6324\uff0c\u4ece\u5de8\u5934\u9644\u5c5e\u529f\u80fd\u5230\u5404\u7c7b\u72ec\u7acb\u5de5\u5177\uff0c\u7ade\u4e89\u6838\u5fc3\u5c06\u8fc5\u901f\u4ece\u8f6c\u5f55\u51c6\u786e\u5ea6\u8f6c\u5411\u5de5\u4f5c\u6d41\u5d4c\u5165\u6df1\u5ea6\u4e0e\u6570\u636e\u5206\u6790\u667a\u80fd\u3002\u5176\u89c4\u5212\u7684Google Drive\u96c6\u6210\u662f\u6b63\u786e\u65b9\u5411\uff0c\u4f46\u672a\u6765\u5fc5\u987b\u66f4\u6df1\u5730\u878d\u5165Notion\u3001Slack\u7b49\u6838\u5fc3\u534f\u4f5c\u751f\u6001\uff0c\u5e76\u4ece\u201c\u8f6c\u5f55\u540e\u5206\u6790\u201d\u8d70\u5411\u201c\u5b9e\u65f6\u5bf9\u8bdd\u667a\u80fd\u201d\uff0c\u5426\u5219\u6050\u5c06\u505c\u7559\u4e3a\u4e00\u4e2a\u597d\u7528\u4f46\u53ef\u88ab\u66ff\u4ee3\u7684\u5de5\u5177\u3002\u5b83\u7684\u524d\u666f\uff0c\u53d6\u51b3\u4e8e\u80fd\u5426\u4ece\u201c\u8bed\u97f3\u7684\u8f6c\u6362\u5668\u201d\u8fdb\u5316\u4e3a\u201c\u5bf9\u8bdd\u7684\u51b3\u7b56\u652f\u6301\u7cfb\u7edf\u201d\u3002\n <\/p>\n<\/p><\/div>\n<div class=\"comments-section\">\n<div class=\"comments-toggle\">\n <span>\u67e5\u770b\u539f\u59cb\u4fe1\u606f<\/span><br \/>\n <span class=\"toggle-arrow\">\u25bc<\/span>\n <\/div>\n<div class=\"comments-container\">\n<div class=\"comment-item\">\n<div class=\"comment-header\">\n <span class=\"comment-author\">HypeScribe<\/span>\n <\/div>\n<div class=\"comment-content\">HypeScribe provides fast and accurate transcription for your audio and video, including direct support for social media links from platforms like YouTube, Instagram, and TikTok. We also offer a dedicated notetaker for your meetings on Google Meet, Zoom, and Teams, with upcoming integrations like Google Drive to centralize all your speech data.<\/div>\n<\/p><\/div>\n<p> <!-- \u8bc4\u8bba\u5217\u8868 --><\/p>\n<div class=\"comment-item\">\n<div class=\"comment-content\">Hey Product Hunt! \ud83d\udc4b<\/p>\n<p>We’re launching HypeScribe \u2014 think of it as “Google Drive for Your Speech.”<\/p>\n<p>Voice messages, meetings, and audio content are everywhere, but the insights inside them stay trapped. HypeScribe is one place where all your speech lives, gets transcribed, and becomes something you can actually use.<\/p>\n<p>What makes us different: token-based pricing where 1 token = 1 file regardless of length, unused tokens roll over. 99% accuracy across 99+ languages, AI summaries, action items, and a Q&A chatbot over every transcript. Works via Telegram bot, web app, and supports YouTube, Instagram, TikTok links and more.<\/p>\n<p>Started as a Telegram bot, now at 500K+ users with 82.5% monthly retention. We’re clearly solving something real.<\/p>\n<p>What features would make HypeScribe more useful for you?<\/p><\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>1<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>Interesting project. I’ve given up on voice notes for personal projects because it was just a pain to browse through all the files afterwards (vs text). I’ll look into it<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<div class=\"comment-item\">\n<div class=\"comment-content\">\n<p>wow keep making more good products like these<\/p>\n<\/div>\n<div class=\"comment-actions\">\n<div class=\"comment-vote\">\n <span>\u25b2<\/span><br \/>\n <span>0<\/span>\n <\/div>\n<p> <span>\u56de\u590d<\/span>\n <\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/p><\/div>\n<\/article>\n<\/div>\n<p><!-- \u56fe\u7247\u653e\u5927\u6a21\u6001\u6846 --><\/p>\n<div id=\"imageModal\" class=\"modal\">\n <span class=\"close\">×<\/span><br \/>\n <img class=\"modal-content\" id=\"modalImage\">\n<\/div>\n<p><script>\n \/\/ \u83b7\u53d6\u6a21\u6001\u6846\u5143\u7d20\n const modal = document.getElementById(\"imageModal\");\n const modalImg = document.getElementById(\"modalImage\");\n const closeBtn = document.getElementsByClassName(\"close\")[0];<\/p>\n<p> \/\/ \u68c0\u6d4b\u662f\u5426\u4e3a\u79fb\u52a8\u8bbe\u5907\n const isMobile = \/iPhone|iPad|iPod|Android\/i.test(navigator.userAgent);<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4f18\u5316\n function addTouchOptimization() {\n if (isMobile) {\n \/\/ \u4e3a\u6240\u6709\u53ef\u70b9\u51fb\u5143\u7d20\u6dfb\u52a0\u89e6\u6478\u53cd\u9988\n const clickableElements = document.querySelectorAll(\n '.media-content, .close, .video-overlay, .play-icon'\n );<\/p>\n<p> clickableElements.forEach(el => {\n el.style.touchAction = 'manipulation'; \/\/ \u9632\u6b62\u53cc\u51fb\u7f29\u653e\n });\n }\n }<\/p>\n<p> \/\/ \u4e3a\u6240\u6709\u56fe\u7247\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\n const images = document.querySelectorAll(\"img.media-content\");\n images.forEach(img => {\n img.onclick = function() {\n modal.style.display = \"block\";\n modalImg.src = this.src;\n \/\/ \u963b\u6b62\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"hidden\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n img.addEventListener('touchstart', function(e) {\n \/\/ \u9632\u6b62\u89e6\u6478\u4e8b\u4ef6\u89e6\u53d1\u4e0d\u5fc5\u8981\u7684\u884c\u4e3a\n e.preventDefault();\n this.click();\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6 - \u8df3\u8f6c\u5230\u89c6\u9891URL\n const videos = document.querySelectorAll(\"video.media-content\");\n videos.forEach(video => {\n \/\/ \u70b9\u51fb\u89c6\u9891\u672c\u8eab\u65f6\u8df3\u8f6c\u5230\u89c6\u9891URL\n video.onclick = function(e) {\n \/\/ \u68c0\u67e5\u70b9\u51fb\u76ee\u6807\u662f\u5426\u662f\u89c6\u9891\u63a7\u4ef6\u6216\u5176\u5b50\u5143\u7d20\n let isControlClick = false;\n let target = e.target;<\/p>\n<p> \/\/ \u5411\u4e0a\u904d\u5386DOM\uff0c\u68c0\u67e5\u662f\u5426\u70b9\u51fb\u4e86\u63a7\u4ef6\u5143\u7d20\n while (target && 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isControlClick = false;\n let target = e.target;<\/p>\n<p> while (target && target !== this) {\n if (target.tagName.toLowerCase() === 'button' || \n target.tagName.toLowerCase() === 'input' || \n target.className.includes('control')) {\n isControlClick = true;\n break;\n }\n target = target.parentElement;\n }<\/p>\n<p> if (!isControlClick) {\n e.preventDefault();\n const videoUrl = this.getAttribute('data-video-url') || this.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u4e3a\u89c6\u9891\u906e\u7f69\u6dfb\u52a0\u70b9\u51fb\u4e8b\u4ef6\uff0c\u786e\u4fdd\u70b9\u51fb\u906e\u7f69\u4e5f\u80fd\u8df3\u8f6c\n const videoOverlays = document.querySelectorAll('.video-overlay');\n videoOverlays.forEach(overlay => {\n overlay.onclick = function(e) {\n \/\/ \u963b\u6b62\u4e8b\u4ef6\u5192\u6ce1\u5230\u89c6\u9891\u5143\u7d20\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n overlay.addEventListener('touchstart', function(e) {\n e.preventDefault();\n e.stopPropagation();\n const video = this.parentElement.querySelector('video.media-content');\n if (video) {\n const videoUrl = video.getAttribute('data-video-url') || video.querySelector('source').src;\n window.open(videoUrl, '_blank');\n }\n }, { passive: false });\n }\n });<\/p>\n<p> \/\/ \u5173\u95ed\u6a21\u6001\u6846\n closeBtn.onclick = function() {\n modal.style.display = \"none\";\n \/\/ \u6062\u590d\u80cc\u666f\u6eda\u52a8\n document.body.style.overflow = \"auto\";\n }<\/p>\n<p> \/\/ \u4e3a\u79fb\u52a8\u8bbe\u5907\u6dfb\u52a0\u89e6\u6478\u4e8b\u4ef6\u652f\u6301\n if (isMobile) {\n closeBtn.addEventListener('touchstart', function(e) {\n 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